JAVELIN Hessian Scan Comparison
In this example we use To begin, we'll import all the relevant modules:
from litmus import *
from litmus._utils import dict_extend
An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.
Now we'll use the litmus.mocks module to generate some mock data:
mock = mocks.mock(lag=180, cadende=[10, 30], E=[0.15, 0.25], tau=200)
mock = mock(10)
lc_1, lc_2 = mock.lc_1, mock.lc_2
mock.plot(show=True)
plt.show()
Now we create a stats model (specifically models.GP_simple, which models the response as an un-smoothed damped random walk), and set our prior ranges. In this case we'll numerical costs low by assuming we already know the signal mean's and relative amplitudes.
model = models.GP_simple()
model.set_priors({
'lag': [0, 800],
'mean': [0.0, 0.0],
'rel_mean': [0.0, 0.0],
'rel_amp': [1.00, 1.00],
})
To get an idea of why aliasing happens, let's use model to evaluate the log-density in a slice over the lag prior with the other parameters fixed. Notice the multimodal behaviour within the (highlighted) aliasing seasons?
# Turn lightcurves into model-friendly data
data = model.lc_to_data(lc_1, lc_2)
# Set up a span of lags and calculate the model log-density conditioned on the data
lagplot = np.linspace(*model.prior_ranges['lag'], 1024)
LLs = model.log_density(dict_extend(mock.params(), {'lag': lagplot}), data)
# Plot likelihood and true lag
plt.figure(figsize=(8,4))
plt.plot(lagplot, (LLs - LLs.max()))
plt.axvline(mock.lag, ls='--', c='k')
# Highlight seasons
if mock.season != 0:
tmax = model.prior_ranges['lag'][1]
nyears = int(tmax // (mock.season * 2) + 1)
for i in range(nyears):
plt.axvspan((i + 1 / 2 - 1 / 4) * mock.season * 2, (i + 1 - 1 / 4) * mock.season * 2,
ymin=0, ymax=1, alpha=0.25, color='royalblue',
zorder=-10,
label="Aliasing Seasons" if i == 0 else None)
plt.xlim(0, model.prior_ranges['lag'][1])
plt.xlabel("Lag $\Delta t$ (days)")
plt.ylabel("Log Density $\mathcal{L(\Delta t \\vert \phi)}\pi(\Delta t \\vert \phi)$")
plt.legend()
plt.show()
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That's all the mocks and statistics set up, now we set up two fitting method. Firstly, meth_1 will be a JAVELIKE, i.e. an implementation of the AEIS, while meth_2 will be LITMUS's very own Hessian Scan. I've set the debug flag to False for each method for the sake of brevity, which otherwise would give granular detail about their inner workings, while I've kept the verbose flag, which outputs key information about the run progress, set to true.
meth_1 = fitting_methods.JAVELIKE(model,
verbose=True,
debug=False,
num_warmup=5_000,
num_samples=100_000 // 512,
num_chains=512
)
meth_2 = fitting_methods.hessian_scan(model,
verbose=True,
debug=False,
Nlags=64,
precondition="half-eig",
reverse=False
)
Doing config with keys dict_keys(['alpha', 'num_chains', 'num_samples', 'num_warmup'])
set attr alpha
set attr num_chains
set attr num_samples
set attr num_warmup
Doing config with keys dict_keys(['Nlags', 'opt_tol', 'opt_tol_init', 'step_size', 'constrained_domain', 'max_opt_eval', 'max_opt_eval_init', 'LL_threshold', 'init_samples', 'grid_bunching', 'grid_depth', 'grid_Nterp', 'grid_firstdepth', 'reverse', 'split_lags', 'optimizer_args_init', 'optimizer_args', 'seed_params', 'precondition', 'interp_scale'])
set attr Nlags
set attr opt_tol
set attr opt_tol_init
set attr step_size
set attr constrained_domain
set attr max_opt_eval
set attr max_opt_eval_init
set attr LL_threshold
set attr init_samples
set attr grid_bunching
set attr grid_depth
set attr grid_Nterp
set attr grid_firstdepth
set attr reverse
set attr split_lags
set attr optimizer_args_init
set attr optimizer_args
set attr seed_params
set attr precondition
set attr interp_scale
Now we can run each method. We've already set the fitting procedures up, all that's required now is to run them! In this example I run prefit() and fit() seperately, though this is not strictly necessary.
I then load the fitting methods into a LITMUS object, which is a wrapper for generating nice fancy plots and data outputs. In this case, I save the chains with save_chain and generate the methods' respective lag posterior distributions with lag_plot:
print("Plots!")
for meth, name in zip([meth_1, meth_2], ["javelin", 'hessian']):
print(name)
meth.prefit(lc_1, lc_2)
meth.fit(lc_1, lc_2)
lt = LITMUS(meth)
lt.save_chain("./chain_%s.csv" % name)
lt.lag_plot(dir="./lagplot_%s.pdf" % name)
Plots!
javelin
Running warmup with 512 chains and 5000 samples
Running sampler with 512 chains and 195 samples
sample: 100%|██████████| 5195/5195 [14:28<00:00, 5.98it/s, acc. prob=0.31]
Tried to get 99840 sub-samples from chain of 50000 total samples. Tried to get 99840 sub-samples from chain of 50000 total samples. Warning! LITMUS object built on pre-run fitting_procedure. May have unexpected behaviour.
WARNING:chainconsumer:Parameter lag in chain Lightcurves %i-%i is not constrained
hessian
In find seed, sample no 1090 is best /w LL -84.97 at lag 174.40
Beginning scan at constrained-space position:
lag: 174.40
logtau: 4.35
logamp: -0.27
rel_amp: 1.00
mean: 0.00
rel_mean: 0.00
Log-Density for this is: -84.97
Moving non-lag params to new location...
Scaling matrix:
[[-0.08400983 0.02249271]
[-0.05213635 -0.03624359]]
Inverse Scaling matrix:
[[ -8.59360859 -5.3331779 ]
[ 12.36189132 -19.91931592]]
At initial uncon position [-0.26291667 -0.18306058] with keys ['logtau', 'logamp'] eval for optfunc is 78.7558114271342
Creating and testing solver...
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:75.39582626460034 Decrease Error:0.0
Jaxopt solver created and running fine
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:75.39582626460034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:75.00852741278202 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.8539785878528 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.83354686300358 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.83209402951633 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.83207513294602 Decrease Error:0.0
At final uncon position [0.10575967 0.04010741] with keys ['logtau', 'logamp'] eval for optfunc is 74.83207513294602
Optimizer settled at new fit:
lag: 174.40
logtau: 5.26
logamp: 0.06
rel_amp: 1.00
mean: 0.00
rel_mean: 0.00
Log-Density for this is: -81.07
Finding a good lag...
Grid finds good lag at 174.48:
Log-Density for this is: -81.07
Scaling matrix:
[[0.04283897]]
Inverse Scaling matrix:
[[23.34323034]]
At initial uncon position [-1.27677614] with keys ['lag'] eval for optfunc is 74.83171924288995
Creating and testing solver...
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.83153204571454 Decrease Error:0.0
Jaxopt solver created and running fine
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.83153204571454 Decrease Error:0.0
At final uncon position [-1.2759503] with keys ['lag'] eval for optfunc is 74.83153204571455
Lag-only opt settled at new lag 174.59...
Optimizer settled at new fit:
lag: 174.59
logtau: 5.26
logamp: 0.06
rel_amp: 1.00
mean: 0.00
rel_mean: 0.00
Log-Density for this is: -81.07
Estimated to be within ±3.02e-03σ of local optimum
Starting Hessian Scan
Creating and testing solver...
Something wrong in creation of jaxopt solver
:::::::::::::::::::::::
Scanning at lag=172.88 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.1827563529274396 Stepsize:1.0 Objective Value:76.06102520741705 Decrease Error:1.2294935217781102
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.7405857536285363 Stepsize:0.8 Objective Value:75.66810328496662 Decrease Error:0.8365715273125716
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.3895096994965301 Stepsize:0.6400000000000001 Objective Value:75.4172093170327 Decrease Error:0.5856775017665399
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.1104130139905146 Stepsize:0.5120000000000001 Objective Value:75.2568164566833 Decrease Error:0.42528459532746865
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.8882971700894096 Stepsize:0.40960000000000013 Objective Value:75.15415957460318 Decrease Error:0.3226276763756033
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.7113648405858553 Stepsize:0.32768000000000014 Objective Value:75.0883766038575 Decrease Error:0.2568446761325305
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.5703144374372382 Stepsize:0.2621440000000001 Objective Value:75.04616858112796 Decrease Error:0.2146366298050708
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.45779579149479527 Stepsize:0.2097152000000001 Objective Value:75.01904864083869 Decrease Error:0.18751667063746424
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.36798911571475573 Stepsize:0.1677721600000001 Objective Value:75.00159540252167 Decrease Error:0.17006341721778995
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.29627827040900206 Stepsize:0.13421772800000006 Objective Value:74.99034244159431 Decrease Error:0.15881044420828516
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.23899629981984952 Stepsize:0.10737418240000006 Objective Value:74.98307128955125 Decrease Error:0.1515392824995132
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.19322653821404567 Stepsize:0.08589934592000005 Objective Value:74.97836082810304 Decrease Error:0.14682881331874853
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.15664661649674202 Stepsize:0.06871947673600004 Objective Value:74.97529981188663 Decrease Error:0.14376779091628578
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.1417712770237074 Stepsize:0.054975581388800036 Objective Value:74.9733033029429 Decrease Error:0.1417712770237074
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.1404633340469985 Stepsize:0.043980465111040035 Objective Value:74.97199536392526 Decrease Error:0.1404633340469985
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.13960200529143663 Stepsize:0.03518437208883203 Objective Value:74.97113403833696 Decrease Error:0.13960200529143663
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.13903130430820454 Stepsize:0.028147497671065627 Objective Value:74.97056333988753 Decrease Error:0.13903130430820454
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.13865046732516362 Stepsize:0.022517998136852502 Objective Value:74.97018250493153 Decrease Error:0.13865046732516362
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 0.1383942466736272 Stepsize:0.018014398509482003 Objective Value:74.96992628590164 Decrease Error:0.1383942466736272
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.13822027014157356 Stepsize:0.014411518807585602 Objective Value:74.96975231066689 Decrease Error:0.13822027014157356
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 0.1381009251530685 Stepsize:0.011529215046068483 Objective Value:74.96963296671623 Decrease Error:0.1381009251530685
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 0.13801814242968646 Stepsize:0.009223372036854787 Objective Value:74.96955018482313 Decrease Error:0.13801814242968646
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 0.13796003895633646 Stepsize:0.00737869762948383 Objective Value:74.969492082014 Decrease Error:0.13796003895633646
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 0.1379187542040512 Stepsize:0.005902958103587064 Objective Value:74.96945079779309 Decrease Error:0.1379187542040512
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 0.13788905288058118 Stepsize:0.004722366482869652 Objective Value:74.96942109689472 Decrease Error:0.13788905288058118
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 0.13786742063543045 Stepsize:0.0037778931862957215 Objective Value:74.96939946498965 Decrease Error:0.13786742063543045
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 0.1378514772122088 Stepsize:0.0030223145490365774 Objective Value:74.9693835218385 Decrease Error:0.1378514772122088
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 0.13783959435750148 Stepsize:0.002417851639229262 Objective Value:74.96937163920144 Decrease Error:0.13783959435750148
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 0.13783064606167272 Stepsize:0.0019342813113834097 Objective Value:74.96936269107974 Decrease Error:0.13783064606167272
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 0.13782384452825625 Stepsize:0.0015474250491067279 Objective Value:74.96935588968562 Decrease Error:0.13782384452825625
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.2583662484981983e-06 Stepsize:0.0018569100589280734 Objective Value:74.96935584708405 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.2659130699115282e-06 Stepsize:0.0014855280471424588 Objective Value:74.96935585559875 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.2719505172325287e-06 Stepsize:0.0011884224377139672 Objective Value:74.96935586241253 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.2767804688086978e-06 Stepsize:0.0009507379501711738 Objective Value:74.96935586786483 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.2806444260583723e-06 Stepsize:0.0007605903601369392 Objective Value:74.96935587222751 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.2837355892231916e-06 Stepsize:0.0006084722881095514 Objective Value:74.9693558757182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.2862085181352923e-06 Stepsize:0.00048677783048764115 Objective Value:74.96935587851104 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.288186860200899e-06 Stepsize:0.00038942226439011294 Objective Value:74.96935588074557 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.2897695331654797e-06 Stepsize:0.00031153781151209035 Objective Value:74.9693558825333 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.2910356711600317e-06 Stepsize:0.0002492302492096723 Objective Value:74.96935588396362 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.292048581244236e-06 Stepsize:0.00019938419936773785 Objective Value:74.96935588510789 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2928589091522546e-06 Stepsize:0.0001595073594941903 Objective Value:74.96935588602338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.293507171331299e-06 Stepsize:0.00012760588759535226 Objective Value:74.96935588675575 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.294025781034495e-06 Stepsize:0.00010208471007628181 Objective Value:74.96935588734169 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.2944406686939607e-06 Stepsize:8.166776806102545e-05 Objective Value:74.96935588781048 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.294772578815093e-06 Stepsize:6.533421444882036e-05 Objective Value:74.96935588818546 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2950381069633628e-06 Stepsize:5.2267371559056295e-05 Objective Value:74.96935588848547 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.2952505293773586e-06 Stepsize:4.1813897247245036e-05 Objective Value:74.96935588872546 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.295420467325783e-06 Stepsize:3.345111779779603e-05 Objective Value:74.96935588891746 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.2955564177212827e-06 Stepsize:2.6760894238236826e-05 Objective Value:74.9693558890711 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.295665177966911e-06 Stepsize:2.1408715390589462e-05 Objective Value:74.96935588919395 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.2957521862360716e-06 Stepsize:1.712697231247157e-05 Objective Value:74.9693558892923 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2958217928423035e-06 Stepsize:1.3701577849977256e-05 Objective Value:74.96935588937096 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2958774780982704e-06 Stepsize:1.0961262279981805e-05 Objective Value:74.96935588943388 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2959220263394785e-06 Stepsize:8.769009823985445e-06 Objective Value:74.96935588948423 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.2959576648297927e-06 Stepsize:7.015207859188356e-06 Objective Value:74.96935588952448 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.2959861757204084e-06 Stepsize:5.612166287350686e-06 Objective Value:74.9693558895567 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.296008984403004e-06 Stepsize:4.489733029880549e-06 Objective Value:74.96935588958246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.296027231335398e-06 Stepsize:3.5917864239044394e-06 Objective Value:74.96935588960308 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.2960418288694626e-06 Stepsize:2.873429139123552e-06 Objective Value:74.96935588961959 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0008577400392285046 Stepsize:1.0 Objective Value:74.96974981721989 Decrease Error:0.00039399679232587914
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.0004229302054610251 Stepsize:0.8 Objective Value:74.96949720730397 Decrease Error:0.00014137303800509926
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.520157690724919e-05 Stepsize:0.6400000000000001 Objective Value:74.96935772165733 Decrease Error:1.8763206384164732e-06
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.5120000000000001 Objective Value:74.96928618617784 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.8847360000000002 Objective Value:74.96923964288669 Decrease Error:0.0
6
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:74.96923963662739 Decrease Error:0.0
Change of -0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(172.8783902, dtype=float64), 'logtau': Array(5.2589655, dtype=float64), 'logamp': Array(0.05846278, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.28855208, dtype=float64), 'logtau': Array(0.10367897, dtype=float64), 'logamp': Array(0.03898012, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10735.846166540972
And log height: -74.97...
log-evidence is ~-77.77
Seems to have converged at iteration 0 / 64 with tolerance 2.18e-09
:::::::::::::::::::::::
Scanning at lag=185.68 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.05602117802556 Stepsize:1.0 Objective Value:78.02526081465295 Decrease Error:3.05602117802556
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211779511093 Stepsize:0.8 Objective Value:78.0252608145785 Decrease Error:3.0560211779511093
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.05602117789158 Stepsize:0.6400000000000001 Objective Value:78.02526081451897 Decrease Error:3.05602117789158
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177843917 Stepsize:0.5120000000000001 Objective Value:78.02526081447131 Decrease Error:3.056021177843917
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211778058175 Stepsize:0.40960000000000013 Objective Value:78.02526081443321 Decrease Error:3.0560211778058175
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177775321 Stepsize:0.32768000000000014 Objective Value:78.02526081440271 Decrease Error:3.056021177775321
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177750935 Stepsize:0.2621440000000001 Objective Value:78.02526081437833 Decrease Error:3.056021177750935
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211777313953 Stepsize:0.2097152000000001 Objective Value:78.02526081435879 Decrease Error:3.0560211777313953
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211777157633 Stepsize:0.1677721600000001 Objective Value:78.02526081434316 Decrease Error:3.0560211777157633
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211777033004 Stepsize:0.13421772800000006 Objective Value:78.0252608143307 Decrease Error:3.0560211777033004
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.05602117769331 Stepsize:0.10737418240000006 Objective Value:78.0252608143207 Decrease Error:3.05602117769331
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177685281 Stepsize:0.08589934592000005 Objective Value:78.02526081431267 Decrease Error:3.056021177685281
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776788577 Stepsize:0.06871947673600004 Objective Value:78.02526081430625 Decrease Error:3.0560211776788577
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776737987 Stepsize:0.054975581388800036 Objective Value:78.02526081430119 Decrease Error:3.0560211776737987
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177669706 Stepsize:0.043980465111040035 Objective Value:78.0252608142971 Decrease Error:3.056021177669706
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776664516 Stepsize:0.03518437208883203 Objective Value:78.02526081429384 Decrease Error:3.0560211776664516
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776638084 Stepsize:0.028147497671065627 Objective Value:78.0252608142912 Decrease Error:3.0560211776638084
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177661748 Stepsize:0.022517998136852502 Objective Value:78.02526081428914 Decrease Error:3.056021177661748
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177660071 Stepsize:0.018014398509482003 Objective Value:78.02526081428746 Decrease Error:3.056021177660071
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776586925 Stepsize:0.014411518807585602 Objective Value:78.02526081428609 Decrease Error:3.0560211776586925
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776575983 Stepsize:0.011529215046068483 Objective Value:78.02526081428499 Decrease Error:3.0560211776575983
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776567456 Stepsize:0.009223372036854787 Objective Value:78.02526081428414 Decrease Error:3.0560211776567456
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776560777 Stepsize:0.00737869762948383 Objective Value:78.02526081428347 Decrease Error:3.0560211776560777
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776555235 Stepsize:0.005902958103587064 Objective Value:78.02526081428292 Decrease Error:3.0560211776555235
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.056021177655097 Stepsize:0.004722366482869652 Objective Value:78.02526081428249 Decrease Error:3.056021177655097
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776547845 Stepsize:0.0037778931862957215 Objective Value:78.02526081428218 Decrease Error:3.0560211776547845
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776544435 Stepsize:0.0030223145490365774 Objective Value:78.02526081428184 Decrease Error:3.0560211776544435
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776542303 Stepsize:0.002417851639229262 Objective Value:78.02526081428162 Decrease Error:3.0560211776542303
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.05602117765406 Stepsize:0.0019342813113834097 Objective Value:78.02526081428145 Decrease Error:3.05602117765406
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.0560211776538893 Stepsize:0.0015474250491067279 Objective Value:78.02526081428128 Decrease Error:3.0560211776538893
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497206914947e-14 Stepsize:0.0018569100589280734 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497231784063e-14 Stepsize:0.0014855280471424588 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497250194002e-14 Stepsize:0.0011884224377139672 Objective Value:78.02526081428131 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497265491673e-14 Stepsize:0.0009507379501711738 Objective Value:78.02526081428131 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497278654185e-14 Stepsize:0.0007605903601369392 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.105427357601002e-14 Stepsize:0.0006084722881095514 Objective Value:78.02526081428135 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497294696319e-14 Stepsize:0.00048677783048764115 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.7604973019768e-14 Stepsize:0.00038942226439011294 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.7604973066969e-14 Stepsize:0.00031153781151209035 Objective Value:78.02526081428134 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497311583728e-14 Stepsize:0.0002492302492096723 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497313705963e-14 Stepsize:0.00019938419936773785 Objective Value:78.02526081428134 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497317138763e-14 Stepsize:0.0001595073594941903 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497318781492e-14 Stepsize:0.00012760588759535226 Objective Value:78.02526081428131 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.76049732013083e-14 Stepsize:0.00010208471007628181 Objective Value:78.02526081428131 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497322272452e-14 Stepsize:8.166776806102545e-05 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497323148747e-14 Stepsize:6.533421444882036e-05 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497324116807e-14 Stepsize:5.2267371559056295e-05 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.76049732495562e-14 Stepsize:4.1813897247245036e-05 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497324576926e-14 Stepsize:3.345111779779603e-05 Objective Value:78.02526081428127 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497325694912e-14 Stepsize:2.6760894238236826e-05 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497325595392e-14 Stepsize:2.1408715390589462e-05 Objective Value:78.02526081428131 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497325180509e-14 Stepsize:1.712697231247157e-05 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326451007e-14 Stepsize:1.3701577849977256e-05 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326451007e-14 Stepsize:1.0961262279981805e-05 Objective Value:78.02526081428132 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326501413e-14 Stepsize:8.769009823985445e-06 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326502706e-14 Stepsize:7.015207859188356e-06 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326502706e-14 Stepsize:5.612166287350686e-06 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497326503998e-14 Stepsize:4.489733029880549e-06 Objective Value:78.0252608142813 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497327422944e-14 Stepsize:3.5917864239044394e-06 Objective Value:78.02526081428128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.760497327422944e-14 Stepsize:2.873429139123552e-06 Objective Value:78.02526081428128 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.049695581525865534 Stepsize:1.0 Objective Value:78.04983398304955 Decrease Error:0.02457321022065173
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.03935315902237398 Stepsize:0.8 Objective Value:78.04085659491032 Decrease Error:0.015595813790937996
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.031169289565817666 Stepsize:0.6400000000000001 Objective Value:78.0351561667061 Decrease Error:0.009895378954340117
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.02467905374676383 Stepsize:0.5120000000000001 Objective Value:78.03153465533921 Decrease Error:0.006273862281545917
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.019522860135063172 Stepsize:0.40960000000000013 Objective Value:78.02923358650565 Decrease Error:0.003972789203260163
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.01542074227818407 Stepsize:0.32768000000000014 Objective Value:78.02777187257003 Decrease Error:0.002511071871865056
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.012153562431344425 Stepsize:0.2621440000000001 Objective Value:78.02684393838418 Decrease Error:0.0015831349693797847
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.009549056368676567 Stepsize:0.2097152000000001 Objective Value:78.02625549335447 Decrease Error:0.000994687766379343
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.007471337561117897 Stepsize:0.1677721600000001 Objective Value:78.02588292032542 Decrease Error:0.0006221129986840879
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.005812916258785862 Stepsize:0.13421772800000006 Objective Value:78.02564753864652 Decrease Error:0.0003867299288913273
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.0044885748197256775 Stepsize:0.10737418240000006 Objective Value:78.02549926457263 Decrease Error:0.00023845474225936414
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.003430631387815882 Stepsize:0.08589934592000005 Objective Value:78.02540622352758 Decrease Error:0.00014541280702928816
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.0025852538925921955 Stepsize:0.06871947673600004 Objective Value:78.02534813939177 Decrease Error:8.732795906496449e-05
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.0019095764322715567 Stepsize:0.054975581388800036 Objective Value:78.02531212433443 Decrease Error:5.131233201893792e-05
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.0013694337047466948 Stepsize:0.043980465111040035 Objective Value:78.02528999614745 Decrease Error:2.9183689264300483e-05
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.0009375748004592978 Stepsize:0.03518437208883203 Objective Value:78.02527656841252 Decrease Error:1.575558971467217e-05
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.0005922509339081755 Stepsize:0.028147497671065627 Objective Value:78.0252685606454 Decrease Error:7.747530901269783e-06
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.00031609626323726535 Stepsize:0.022517998136852502 Objective Value:78.02526390371375 Decrease Error:3.090365893854141e-06
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.523932551316541e-05 Stepsize:0.018014398509482003 Objective Value:78.02526129732654 Decrease Error:4.83791993133309e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.014411518807585602 Objective Value:78.02525992828227 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.141043196249553e-07 Stepsize:0.017293822569102724 Objective Value:78.02525983443428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.201176117325386e-07 Stepsize:0.013835058055282179 Objective Value:78.02525985316223 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.249282513798341e-07 Stepsize:0.011068046444225745 Objective Value:78.02525986815967 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.28776766907294e-07 Stepsize:0.008854437155380595 Objective Value:78.02525988016711 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.318555817550423e-07 Stepsize:0.007083549724304476 Objective Value:78.02525988977929 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.343186351630285e-07 Stepsize:0.005666839779443582 Objective Value:78.02525989747285 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.362890789183335e-07 Stepsize:0.004533471823554866 Objective Value:78.02525990363026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.378654345534422e-07 Stepsize:0.003626777458843893 Objective Value:78.02525990855779 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.391265194756537e-07 Stepsize:0.0029014219670751144 Objective Value:78.02525991250087 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.401353876738103e-07 Stepsize:0.0023211375736600917 Objective Value:78.02525991565592 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.40942482383777e-07 Stepsize:0.0018569100589280734 Objective Value:78.02525991818041 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.415881582625341e-07 Stepsize:0.0014855280471424588 Objective Value:78.02525992020034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.421046990520456e-07 Stepsize:0.0011884224377139672 Objective Value:78.02525992181643 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.425179317175523e-07 Stepsize:0.0009507379501711738 Objective Value:78.0252599231094 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.428485178798113e-07 Stepsize:0.0007605903601369392 Objective Value:78.02525992414382 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.431129868024166e-07 Stepsize:0.0006084722881095514 Objective Value:78.0252599249714 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.433245619787e-07 Stepsize:0.00048677783048764115 Objective Value:78.02525992563358 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.434938221200167e-07 Stepsize:0.00038942226439011294 Objective Value:78.02525992616327 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.436292302563263e-07 Stepsize:0.00031153781151209035 Objective Value:78.02525992658704 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.437375567363417e-07 Stepsize:0.0002492302492096723 Objective Value:78.02525992692601 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.438242179385903e-07 Stepsize:0.00019938419936773785 Objective Value:78.02525992719728 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.438935469178882e-07 Stepsize:0.0001595073594941903 Objective Value:78.02525992741427 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.439490100746335e-07 Stepsize:0.00012760588759535226 Objective Value:78.02525992758784 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.439933806022577e-07 Stepsize:0.00010208471007628181 Objective Value:78.02525992772674 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.440288770492667e-07 Stepsize:8.166776806102545e-05 Objective Value:78.02525992783782 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.440572741929662e-07 Stepsize:6.533421444882036e-05 Objective Value:78.0252599279267 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.440799918867405e-07 Stepsize:5.2267371559056295e-05 Objective Value:78.02525992799787 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.440981660731666e-07 Stepsize:4.1813897247245036e-05 Objective Value:78.0252599280547 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.441127054050904e-07 Stepsize:3.345111779779603e-05 Objective Value:78.02525992810023 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.441243368753185e-07 Stepsize:2.6760894238236826e-05 Objective Value:78.02525992813663 Decrease Error:0.0
4
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.8607898151736542e-06 Stepsize:3.211307308588419e-05 Objective Value:78.02525992721777 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.8608993137926513e-06 Stepsize:2.5690458468707354e-05 Objective Value:78.02525992740154 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.860986912734044e-06 Stepsize:2.0552366774965883e-05 Objective Value:78.02525992754853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.861056991907845e-06 Stepsize:1.6441893419972708e-05 Objective Value:78.02525992766618 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.8611130551980855e-06 Stepsize:1.3153514735978166e-05 Objective Value:78.02525992776023 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.8611579058859193e-06 Stepsize:1.0522811788782534e-05 Objective Value:78.02525992783553 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.86119378642735e-06 Stepsize:8.418249431026028e-06 Objective Value:78.02525992789572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.8612224908583263e-06 Stepsize:6.734599544820823e-06 Objective Value:78.02525992794394 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.861245454412453e-06 Stepsize:5.387679635856659e-06 Objective Value:78.02525992798246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.861263825186485e-06 Stepsize:4.310143708685327e-06 Objective Value:78.02525992801333 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.8612785218535453e-06 Stepsize:3.448114966948262e-06 Objective Value:78.02525992803797 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.861290279230193e-06 Stepsize:2.7584919735586097e-06 Objective Value:78.0252599280577 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.861299685078906e-06 Stepsize:2.2067935788468877e-06 Objective Value:78.0252599280735 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.861307209749029e-06 Stepsize:1.7654348630775103e-06 Objective Value:78.02525992808611 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613132295276715e-06 Stepsize:1.4123478904620083e-06 Objective Value:78.02525992809622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613180452969284e-06 Stepsize:1.1298783123696067e-06 Objective Value:78.0252599281043 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613218980052284e-06 Stepsize:9.039026498956854e-07 Objective Value:78.02525992811071 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613249800730867e-06 Stepsize:7.231221199165483e-07 Objective Value:78.02525992811594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613274457511932e-06 Stepsize:5.784976959332387e-07 Objective Value:78.02525992812008 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613294183136603e-06 Stepsize:4.62798156746591e-07 Objective Value:78.02525992812338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613309964167057e-06 Stepsize:3.702385253972728e-07 Objective Value:78.02525992812605 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613322587701545e-06 Stepsize:2.9619082031781827e-07 Objective Value:78.02525992812815 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.86133326872047e-06 Stepsize:2.3695265625425463e-07 Objective Value:78.02525992812984 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613340766839753e-06 Stepsize:1.895621250034037e-07 Objective Value:78.02525992813118 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613347230809737e-06 Stepsize:1.5164970000272298e-07 Objective Value:78.0252599281323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.86133524016648e-06 Stepsize:1.213197600021784e-07 Objective Value:78.02525992813315 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.861335653799746e-06 Stepsize:9.705580800174271e-08 Objective Value:78.0252599281338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613359847499114e-06 Stepsize:7.764464640139417e-08 Objective Value:78.02525992813443 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.8613362495160935e-06 Stepsize:6.211571712111534e-08 Objective Value:78.02525992813487 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.861336461366921e-06 Stepsize:4.9692573696892274e-08 Objective Value:78.02525992813517 Decrease Error:0.0
5
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.0252165590511 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02518569905322 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02502385793105 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02470813575137 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02396642949773 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02279940397719 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02169584189075 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.021256526168 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.0211861015627 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02118266368306 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.02118262097896 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(185.6767904, dtype=float64), 'logtau': Array(5.29702828, dtype=float64), 'logamp': Array(0.07229238, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.19651371, dtype=float64), 'logtau': Array(0.11895137, dtype=float64), 'logamp': Array(0.04820425, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10412.18589459485
And log height: -78.02...
log-evidence is ~-80.81
Seems to have converged at iteration 1 / 64 with tolerance 3.19e-05
:::::::::::::::::::::::
Scanning at lag=198.48 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.006710473314442 Stepsize:1.0 Objective Value:81.02789309429338 Decrease Error:3.006710473314442
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.00671137640542 Stepsize:0.8 Objective Value:81.02789399738435 Decrease Error:3.00671137640542
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067120988869505 Stepsize:0.6400000000000001 Objective Value:81.0278947198659 Decrease Error:3.0067120988869505
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.006712676877825 Stepsize:0.5120000000000001 Objective Value:81.02789529785677 Decrease Error:3.006712676877825
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.006713139274254 Stepsize:0.40960000000000013 Objective Value:81.0278957602532 Decrease Error:3.006713139274254
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.006713509193659 Stepsize:0.32768000000000014 Objective Value:81.0278961301726 Decrease Error:3.006713509193659
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067138051306728 Stepsize:0.2621440000000001 Objective Value:81.02789642610962 Decrease Error:3.0067138051306728
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714041881253 Stepsize:0.2097152000000001 Objective Value:81.02789666286021 Decrease Error:3.006714041881253
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067142312823023 Stepsize:0.1677721600000001 Objective Value:81.02789685226126 Decrease Error:3.0067142312823023
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067143828035228 Stepsize:0.13421772800000006 Objective Value:81.02789700378248 Decrease Error:3.0067143828035228
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714504020806 Stepsize:0.10737418240000006 Objective Value:81.02789712499977 Decrease Error:3.006714504020806
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067146009947123 Stepsize:0.08589934592000005 Objective Value:81.02789722197367 Decrease Error:3.0067146009947123
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067146785740135 Stepsize:0.06871947673600004 Objective Value:81.02789729955298 Decrease Error:3.0067146785740135
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067147406374914 Stepsize:0.054975581388800036 Objective Value:81.02789736161645 Decrease Error:3.0067147406374914
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067147902882994 Stepsize:0.043980465111040035 Objective Value:81.02789741126726 Decrease Error:3.0067147902882994
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067148300090167 Stepsize:0.03518437208883203 Objective Value:81.02789745098798 Decrease Error:3.0067148300090167
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067148617855253 Stepsize:0.028147497671065627 Objective Value:81.02789748276449 Decrease Error:3.0067148617855253
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067148872067975 Stepsize:0.022517998136852502 Objective Value:81.02789750818576 Decrease Error:3.0067148872067975
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149075438095 Stepsize:0.018014398509482003 Objective Value:81.02789752852277 Decrease Error:3.0067149075438095
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714923813462 Stepsize:0.014411518807585602 Objective Value:81.02789754479242 Decrease Error:3.006714923813462
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714936829084 Stepsize:0.011529215046068483 Objective Value:81.02789755780805 Decrease Error:3.006714936829084
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149472417043 Stepsize:0.009223372036854787 Objective Value:81.02789756822067 Decrease Error:3.0067149472417043
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149555717094 Stepsize:0.00737869762948383 Objective Value:81.02789757655067 Decrease Error:3.0067149555717094
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149622358187 Stepsize:0.005902958103587064 Objective Value:81.02789758321478 Decrease Error:3.0067149622358187
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714967566964 Stepsize:0.004722366482869652 Objective Value:81.02789758854593 Decrease Error:3.006714967566964
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149718319683 Stepsize:0.0037778931862957215 Objective Value:81.02789759281093 Decrease Error:3.0067149718319683
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149752439803 Stepsize:0.0030223145490365774 Objective Value:81.02789759622294 Decrease Error:3.0067149752439803
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149779736155 Stepsize:0.002417851639229262 Objective Value:81.02789759895258 Decrease Error:3.0067149779736155
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.006714980157284 Stepsize:0.0019342813113834097 Objective Value:81.02789760113625 Decrease Error:3.006714980157284
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.0067149819041816 Stepsize:0.0015474250491067279 Objective Value:81.02789760288314 Decrease Error:3.0067149819041816
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237556325733e-10 Stepsize:0.0018569100589280734 Objective Value:81.02789760289613 Decrease Error:1.2988721209694631e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237514516385e-10 Stepsize:0.0014855280471424588 Objective Value:81.0278976028935 Decrease Error:1.035971308738226e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237481077377e-10 Stepsize:0.0011884224377139672 Objective Value:81.0278976028915 Decrease Error:8.355982572538778e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237454328342e-10 Stepsize:0.0009507379501711738 Objective Value:81.02789760288981 Decrease Error:6.66489086142974e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237432920378e-10 Stepsize:0.0007605903601369392 Objective Value:81.02789760288846 Decrease Error:5.314859663485549e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237415805812e-10 Stepsize:0.0006084722881095514 Objective Value:81.02789760288742 Decrease Error:4.277467269275803e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237402114187e-10 Stepsize:0.00048677783048764115 Objective Value:81.02789760288655 Decrease Error:3.410605131648481e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237391156889e-10 Stepsize:0.00038942226439011294 Objective Value:81.02789760288591 Decrease Error:2.7711166694643907e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237382384275e-10 Stepsize:0.00031153781151209035 Objective Value:81.02789760288535 Decrease Error:2.2026824808563106e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237375361842e-10 Stepsize:0.0002492302492096723 Objective Value:81.0278976028849 Decrease Error:1.7621459846850485e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237369767587e-10 Stepsize:0.00019938419936773785 Objective Value:81.02789760288455 Decrease Error:1.4068746168049984e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237365269312e-10 Stepsize:0.0001595073594941903 Objective Value:81.02789760288424 Decrease Error:1.0942358130705543e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237361678157e-10 Stepsize:0.00012760588759535226 Objective Value:81.02789760288401 Decrease Error:8.668621376273222e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237358814524e-10 Stepsize:0.00010208471007628181 Objective Value:81.02789760288388 Decrease Error:7.389644451905042e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 6.98823735650808e-10 Stepsize:8.166776806102545e-05 Objective Value:81.02789760288371 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237354666313e-10 Stepsize:6.533421444882036e-05 Objective Value:81.0278976028836 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237353199357e-10 Stepsize:5.2267371559056295e-05 Objective Value:81.02789760288354 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237352020129e-10 Stepsize:4.1813897247245036e-05 Objective Value:81.02789760288344 Decrease Error:2.984279490192421e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237351084554e-10 Stepsize:3.345111779779603e-05 Objective Value:81.0278976028834 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 6.98823735033321e-10 Stepsize:2.6760894238236826e-05 Objective Value:81.02789760288334 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237349722949e-10 Stepsize:2.1408715390589462e-05 Objective Value:81.02789760288326 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 6.98823734923789e-10 Stepsize:1.712697231247157e-05 Objective Value:81.02789760288329 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237348861887e-10 Stepsize:1.3701577849977256e-05 Objective Value:81.02789760288323 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237348566087e-10 Stepsize:1.0961262279981805e-05 Objective Value:81.02789760288326 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237348306154e-10 Stepsize:8.769009823985445e-06 Objective Value:81.02789760288323 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237348099822e-10 Stepsize:7.015207859188356e-06 Objective Value:81.02789760288317 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 6.98823734795887e-10 Stepsize:5.612166287350686e-06 Objective Value:81.02789760288319 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237347822816e-10 Stepsize:4.489733029880549e-06 Objective Value:81.02789760288317 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 6.988237347719319e-10 Stepsize:3.5917864239044394e-06 Objective Value:81.02789760288317 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 6.98823734764216e-10 Stepsize:2.873429139123552e-06 Objective Value:81.02789760288319 Decrease Error:4.263256414560601e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:81.02174988386291 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:81.01425701381771 Decrease Error:0.0
4
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:81.00188134613677 Decrease Error:0.0
5
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.99593916335613 Decrease Error:0.0
6
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.99470072649777 Decrease Error:0.0
7
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.99460519264967 Decrease Error:0.0
8
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.99460373318807 Decrease Error:0.0
9
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.99460372476018 Decrease Error:0.0
Change of 0.03 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(198.4751906, dtype=float64), 'logtau': Array(5.28223662, dtype=float64), 'logamp': Array(0.0857303, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.10880367, dtype=float64), 'logtau': Array(0.11301478, dtype=float64), 'logamp': Array(0.0571691, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10323.518094615922
And log height: -80.99...
log-evidence is ~-83.78
Seems to have converged at iteration 2 / 64 with tolerance 1.27e-05
:::::::::::::::::::::::
Scanning at lag=211.27 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 8.905640514172376 Stepsize:1.0 Objective Value:89.90024423893256 Decrease Error:8.905640514172376
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 8.905640349491406 Stepsize:0.8 Objective Value:89.90024407425159 Decrease Error:8.905640349491406
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 8.905640217748555 Stepsize:0.6400000000000001 Objective Value:89.90024394250874 Decrease Error:8.905640217748555
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.9056401123554 Stepsize:0.5120000000000001 Objective Value:89.90024383711558 Decrease Error:8.9056401123554
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 8.905640028041645 Stepsize:0.40960000000000013 Objective Value:89.90024375280183 Decrease Error:8.905640028041645
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639960591188 Stepsize:0.32768000000000014 Objective Value:89.90024368535137 Decrease Error:8.905639960591188
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639906631151 Stepsize:0.2621440000000001 Objective Value:89.90024363139133 Decrease Error:8.905639906631151
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639863463236 Stepsize:0.2097152000000001 Objective Value:89.90024358822342 Decrease Error:8.905639863463236
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639828929097 Stepsize:0.1677721600000001 Objective Value:89.90024355368928 Decrease Error:8.905639828929097
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639801301788 Stepsize:0.13421772800000006 Objective Value:89.90024352606197 Decrease Error:8.905639801301788
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563977920013 Stepsize:0.10737418240000006 Objective Value:89.90024350396031 Decrease Error:8.90563977920013
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639761518714 Stepsize:0.08589934592000005 Objective Value:89.9002434862789 Decrease Error:8.905639761518714
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563974737367 Stepsize:0.06871947673600004 Objective Value:89.90024347213385 Decrease Error:8.90563974737367
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639736057623 Stepsize:0.054975581388800036 Objective Value:89.9002434608178 Decrease Error:8.905639736057623
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639727004782 Stepsize:0.043980465111040035 Objective Value:89.90024345176496 Decrease Error:8.905639727004782
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639719762519 Stepsize:0.03518437208883203 Objective Value:89.9002434445227 Decrease Error:8.905639719762519
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639713968739 Stepsize:0.028147497671065627 Objective Value:89.90024343872892 Decrease Error:8.905639713968739
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639709333613 Stepsize:0.022517998136852502 Objective Value:89.9002434340938 Decrease Error:8.905639709333613
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563970562566 Stepsize:0.018014398509482003 Objective Value:89.90024343038584 Decrease Error:8.90563970562566
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563970265923 Stepsize:0.014411518807585602 Objective Value:89.90024342741941 Decrease Error:8.90563970265923
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639700286102 Stepsize:0.011529215046068483 Objective Value:89.90024342504628 Decrease Error:8.905639700286102
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563969838756 Stepsize:0.009223372036854787 Objective Value:89.90024342314774 Decrease Error:8.90563969838756
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.90563969686876 Stepsize:0.00737869762948383 Objective Value:89.90024342162894 Decrease Error:8.90563969686876
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639695653704 Stepsize:0.005902958103587064 Objective Value:89.90024342041389 Decrease Error:8.905639695653704
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639694681696 Stepsize:0.004722366482869652 Objective Value:89.90024341944188 Decrease Error:8.905639694681696
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639693904078 Stepsize:0.0037778931862957215 Objective Value:89.90024341866426 Decrease Error:8.905639693904078
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639693281998 Stepsize:0.0030223145490365774 Objective Value:89.90024341804218 Decrease Error:8.905639693281998
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639692784263 Stepsize:0.002417851639229262 Objective Value:89.90024341754444 Decrease Error:8.905639692784263
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639692386117 Stepsize:0.0019342813113834097 Objective Value:89.9002434171463 Decrease Error:8.905639692386117
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.905639692067638 Stepsize:0.0015474250491067279 Objective Value:89.90024341682782 Decrease Error:8.905639692067638
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.468248983321721e-10 Stepsize:0.0018569100589280734 Objective Value:89.90024341682506 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.471630192846097e-10 Stepsize:0.0014855280471424588 Objective Value:89.90024341682563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.4743351564456686e-10 Stepsize:0.0011884224377139672 Objective Value:89.90024341682606 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.4764991283349893e-10 Stepsize:0.0009507379501711738 Objective Value:89.9002434168264 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4782303066392687e-10 Stepsize:0.0007605903601369392 Objective Value:89.90024341682664 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.4796152479274395e-10 Stepsize:0.0006084722881095514 Objective Value:89.9002434168269 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.4807232016830363e-10 Stepsize:0.00048677783048764115 Objective Value:89.90024341682708 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.481609572737715e-10 Stepsize:0.00038942226439011294 Objective Value:89.90024341682724 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.4823186562051134e-10 Stepsize:0.00031153781151209035 Objective Value:89.90024341682734 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.482885926570452e-10 Stepsize:0.0002492302492096723 Objective Value:89.90024341682745 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.48333974520731e-10 Stepsize:0.00019938419936773785 Objective Value:89.90024341682745 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.483702801621127e-10 Stepsize:0.0001595073594941903 Objective Value:89.90024341682754 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.4839932457967274e-10 Stepsize:0.00012760588759535226 Objective Value:89.9002434168276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.484225603332717e-10 Stepsize:0.00010208471007628181 Objective Value:89.90024341682769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.4844114781738977e-10 Stepsize:8.166776806102545e-05 Objective Value:89.90024341682766 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.4845601846333704e-10 Stepsize:6.533421444882036e-05 Objective Value:89.90024341682769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.4846791475986629e-10 Stepsize:5.2267371559056295e-05 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.4847743221518515e-10 Stepsize:4.1813897247245036e-05 Objective Value:89.90024341682772 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.484850458724755e-10 Stepsize:3.345111779779603e-05 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4849113736751392e-10 Stepsize:2.6760894238236826e-05 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.4849601081223352e-10 Stepsize:2.1408715390589462e-05 Objective Value:89.90024341682783 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.4849990817345417e-10 Stepsize:1.712697231247157e-05 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.48503027155442e-10 Stepsize:1.3701577849977256e-05 Objective Value:89.9002434168278 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4850552197917979e-10 Stepsize:1.0961262279981805e-05 Objective Value:89.90024341682779 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.4850751826642987e-10 Stepsize:8.769009823985445e-06 Objective Value:89.90024341682782 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.485091144390326e-10 Stepsize:7.015207859188356e-06 Objective Value:89.90024341682785 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4851039231698254e-10 Stepsize:5.612166287350686e-06 Objective Value:89.90024341682783 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.485114140589455e-10 Stepsize:4.489733029880549e-06 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.485122312017941e-10 Stepsize:3.5917864239044394e-06 Objective Value:89.90024341682778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.4851288588372344e-10 Stepsize:2.873429139123552e-06 Objective Value:89.9002434168278 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90024340657196 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90024334737765 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90024322398256 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90024286901333 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90024197136077 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90023958902228 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90023338261153 Decrease Error:0.0
9
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.9002171005343 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90017452309554 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.90006326262524 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.89977414725442 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.89903356765642 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.89720891162725 Decrease Error:0.0
15
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.89314560367998 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.8861335743062 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.87927146741274 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.87645120583416 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.87596289506337 Decrease Error:0.0
20
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.87594022766378 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.87593998701553 Decrease Error:0.0
Change of 0.02 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(211.2735908, dtype=float64), 'logtau': Array(5.2672766, dtype=float64), 'logamp': Array(0.09675035, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.02480764, dtype=float64), 'logtau': Array(0.10701264, dtype=float64), 'logamp': Array(0.06452261, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9778.202559085486
And log height: -89.88...
log-evidence is ~-92.63
Seems to have converged at iteration 3 / 64 with tolerance 1.09e-04
:::::::::::::::::::::::
Scanning at lag=224.07 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.87121425685514 Stepsize:1.0 Objective Value:93.7471542438703 Decrease Error:3.87121425685514
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712120979450333 Stepsize:0.8 Objective Value:93.74715208496026 Decrease Error:3.8712120979450333
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712103709238477 Stepsize:0.6400000000000001 Objective Value:93.74715035793913 Decrease Error:3.8712103709238477
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712089893753188 Stepsize:0.5120000000000001 Objective Value:93.74714897639066 Decrease Error:3.8712089893753188
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712078841802793 Stepsize:0.40960000000000013 Objective Value:93.74714787119565 Decrease Error:3.8712078841802793
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712070000522516 Stepsize:0.32768000000000014 Objective Value:93.74714698706765 Decrease Error:3.8712070000522516
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.871206292767795 Stepsize:0.2621440000000001 Objective Value:93.74714627978322 Decrease Error:3.871206292767795
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712057269517004 Stepsize:0.2097152000000001 Objective Value:93.74714571396714 Decrease Error:3.8712057269517004
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.871205274306206 Stepsize:0.1677721600000001 Objective Value:93.74714526132168 Decrease Error:3.871205274306206
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712049121944716 Stepsize:0.13421772800000006 Objective Value:93.74714489920994 Decrease Error:3.8712049121944716
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.871204622508074 Stepsize:0.10737418240000006 Objective Value:93.74714460952356 Decrease Error:3.871204622508074
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712043907609512 Stepsize:0.08589934592000005 Objective Value:93.74714437777645 Decrease Error:3.8712043907609512
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712042053644353 Stepsize:0.06871947673600004 Objective Value:93.74714419237993 Decrease Error:3.8712042053644353
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712040570479473 Stepsize:0.054975581388800036 Objective Value:93.74714404406346 Decrease Error:3.8712040570479473
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712039383953822 Stepsize:0.043980465111040035 Objective Value:93.7471439254109 Decrease Error:3.8712039383953822
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203843473623 Stepsize:0.03518437208883203 Objective Value:93.74714383048914 Decrease Error:3.871203843473623
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203767536457 Stepsize:0.028147497671065627 Objective Value:93.74714375455197 Decrease Error:3.871203767536457
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712037067867158 Stepsize:0.022517998136852502 Objective Value:93.74714369380223 Decrease Error:3.8712037067867158
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203658187113 Stepsize:0.018014398509482003 Objective Value:93.74714364520264 Decrease Error:3.871203658187113
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712036193074226 Stepsize:0.014411518807585602 Objective Value:93.74714360632295 Decrease Error:3.8712036193074226
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203588203869 Stepsize:0.011529215046068483 Objective Value:93.7471435752194 Decrease Error:3.871203588203869
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712035633208757 Stepsize:0.009223372036854787 Objective Value:93.7471435503364 Decrease Error:3.8712035633208757
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203543414566 Stepsize:0.00737869762948383 Objective Value:93.7471435304301 Decrease Error:3.871203543414566
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712035274894987 Stepsize:0.005902958103587064 Objective Value:93.74714351450503 Decrease Error:3.8712035274894987
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203514749425 Stepsize:0.004722366482869652 Objective Value:93.74714350176495 Decrease Error:3.871203514749425
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203504557471 Stepsize:0.0037778931862957215 Objective Value:93.747143491573 Decrease Error:3.871203504557471
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712034964038793 Stepsize:0.0030223145490365774 Objective Value:93.7471434834194 Decrease Error:3.8712034964038793
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.8712034898809407 Stepsize:0.002417851639229262 Objective Value:93.74714347689647 Decrease Error:3.8712034898809407
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203484662672 Stepsize:0.0019342813113834097 Objective Value:93.7471434716782 Decrease Error:3.871203484662672
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.871203480487992 Stepsize:0.0015474250491067279 Objective Value:93.74714346750352 Decrease Error:3.871203480487992
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.111503653255261e-09 Stepsize:0.0018569100589280734 Objective Value:93.74714346746396 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.1152569974298856e-09 Stepsize:0.0014855280471424588 Objective Value:93.74714346747187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.1182596716838718e-09 Stepsize:0.0011884224377139672 Objective Value:93.7471434674782 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.1206618074658255e-09 Stepsize:0.0009507379501711738 Objective Value:93.74714346748327 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.1225835181405305e-09 Stepsize:0.0007605903601369392 Objective Value:93.7471434674873 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.1241208881981776e-09 Stepsize:0.0006084722881095514 Objective Value:93.74714346749055 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.125350780295089e-09 Stepsize:0.00048677783048764115 Objective Value:93.74714346749312 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.1263346967752805e-09 Stepsize:0.00038942226439011294 Objective Value:93.7471434674952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.1271218286773647e-09 Stepsize:0.00031153781151209035 Objective Value:93.74714346749683 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.127751535060973e-09 Stepsize:0.0002492302492096723 Objective Value:93.7471434674982 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.1282553016315323e-09 Stepsize:0.00019938419936773785 Objective Value:93.74714346749924 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.1286583134974905e-09 Stepsize:0.0001595073594941903 Objective Value:93.74714346750011 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.128980723253176e-09 Stepsize:0.00012760588759535226 Objective Value:93.74714346750075 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.1292386495018945e-09 Stepsize:0.00010208471007628181 Objective Value:93.74714346750129 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.1294449927587203e-09 Stepsize:8.166776806102545e-05 Objective Value:93.74714346750177 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.129610065900508e-09 Stepsize:6.533421444882036e-05 Objective Value:93.74714346750211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.1297421245304898e-09 Stepsize:5.2267371559056295e-05 Objective Value:93.74714346750234 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.1298477725512035e-09 Stepsize:4.1813897247245036e-05 Objective Value:93.74714346750262 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.1299322898510462e-09 Stepsize:3.345111779779603e-05 Objective Value:93.74714346750278 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.1299999036529734e-09 Stepsize:2.6760894238236826e-05 Objective Value:93.74714346750292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.130053993198316e-09 Stepsize:2.1408715390589462e-05 Objective Value:93.74714346750307 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.130097266309105e-09 Stepsize:1.712697231247157e-05 Objective Value:93.74714346750311 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.1301318877576084e-09 Stepsize:1.3701577849977256e-05 Objective Value:93.74714346750324 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.1301595795821363e-09 Stepsize:1.0961262279981805e-05 Objective Value:93.74714346750324 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.1301817371644373e-09 Stepsize:8.769009823985445e-06 Objective Value:93.74714346750336 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.130199462108129e-09 Stepsize:7.015207859188356e-06 Objective Value:93.7471434675033 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.130213639203499e-09 Stepsize:5.612166287350686e-06 Objective Value:93.74714346750336 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.1302249849997633e-09 Stepsize:4.489733029880549e-06 Objective Value:93.74714346750335 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.130234059080768e-09 Stepsize:3.5917864239044394e-06 Objective Value:93.7471434675034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.130241318505492e-09 Stepsize:2.873429139123552e-06 Objective Value:93.74714346750338 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74714336774123 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74714309088965 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.7471423818266 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74714050928867 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.747135621576 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74712280590695 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.7470892649601 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74700148641686 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74677237564038 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74617859226397 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74467016639515 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.74103740414083 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.73342752684701 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.72219231708685 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.71406430244123 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.71162897792104 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.71132703352701 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.7113197184032 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:93.71131965302814 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(224.071991, dtype=float64), 'logtau': Array(5.24827256, dtype=float64), 'logamp': Array(0.11015306, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.94401528, dtype=float64), 'logtau': Array(0.09939076, dtype=float64), 'logamp': Array(0.0734684, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9590.598014978174
And log height: -93.71...
log-evidence is ~-96.46
Seems to have converged at iteration 4 / 64 with tolerance 4.77e-05
:::::::::::::::::::::::
Scanning at lag=236.87 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.9344788864006446e-06 Stepsize:1.0 Objective Value:88.54811870920803 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.934297736059258e-06 Stepsize:0.8 Objective Value:88.54811832216868 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.9341528164620294e-06 Stepsize:0.6400000000000001 Objective Value:88.54811801256338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.9340368812175916e-06 Stepsize:0.5120000000000001 Objective Value:88.54811776489572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.9339441332988054e-06 Stepsize:0.40960000000000013 Objective Value:88.5481175667724 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.9338699351404636e-06 Stepsize:0.32768000000000014 Objective Value:88.54811740828049 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.933810576727068e-06 Stepsize:0.2621440000000001 Objective Value:88.54811728149143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.9337630900694505e-06 Stepsize:0.2097152000000001 Objective Value:88.54811718006292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.9337251007901257e-06 Stepsize:0.1677721600000001 Objective Value:88.54811709892195 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.933694709396282e-06 Stepsize:0.13421772800000006 Objective Value:88.54811703401026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336703962998916e-06 Stepsize:0.10737418240000006 Objective Value:88.54811698208167 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336509458348806e-06 Stepsize:0.08589934592000005 Objective Value:88.54811694053924 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336353854710286e-06 Stepsize:0.06871947673600004 Objective Value:88.54811690730563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336229371849667e-06 Stepsize:0.054975581388800036 Objective Value:88.54811688071894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336129785590323e-06 Stepsize:0.043980465111040035 Objective Value:88.5481168594497 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.9336050116610034e-06 Stepsize:0.03518437208883203 Objective Value:88.54811684243437 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335986381427894e-06 Stepsize:0.028147497671065627 Objective Value:88.54811682882215 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335935393294805e-06 Stepsize:0.022517998136852502 Objective Value:88.54811681793244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335894602796283e-06 Stepsize:0.018014398509482003 Objective Value:88.54811680922073 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.933586197039805e-06 Stepsize:0.014411518807585602 Objective Value:88.54811680225133 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335835864480702e-06 Stepsize:0.011529215046068483 Objective Value:88.54811679667583 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335814979750972e-06 Stepsize:0.009223372036854787 Objective Value:88.54811679221542 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.933579827196379e-06 Stepsize:0.00737869762948383 Objective Value:88.54811678864709 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335784905740623e-06 Stepsize:0.005902958103587064 Objective Value:88.54811678579244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335774212762612e-06 Stepsize:0.004722366482869652 Objective Value:88.5481167835087 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.933576565837675e-06 Stepsize:0.0037778931862957215 Objective Value:88.54811678168168 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335758814868894e-06 Stepsize:0.0030223145490365774 Objective Value:88.54811678022013 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335753340064223e-06 Stepsize:0.002417851639229262 Objective Value:88.54811677905087 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.9335748960217637e-06 Stepsize:0.0019342813113834097 Objective Value:88.54811677811549 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.933574545634541e-06 Stepsize:0.0015474250491067279 Objective Value:88.5481167773672 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.50394675551557e-10 Stepsize:0.0018569100589280734 Objective Value:88.54811677735862 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.5201546782157037e-10 Stepsize:0.0014855280471424588 Objective Value:88.54811677736035 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.533120997552019e-10 Stepsize:0.0011884224377139672 Objective Value:88.54811677736167 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.5434940620267256e-10 Stepsize:0.0009507379501711738 Objective Value:88.54811677736276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.551792520857093e-10 Stepsize:0.0007605903601369392 Objective Value:88.5481167773637 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.5584312894392697e-10 Stepsize:0.0006084722881095514 Objective Value:88.54811677736436 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.563742298131835e-10 Stepsize:0.00048677783048764115 Objective Value:88.54811677736491 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.5679911100257835e-10 Stepsize:0.00038942226439011294 Objective Value:88.54811677736538 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.571390146144269e-10 Stepsize:0.00031153781151209035 Objective Value:88.54811677736572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.5741093845529317e-10 Stepsize:0.0002492302492096723 Objective Value:88.54811677736595 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.5762847769197176e-10 Stepsize:0.00019938419936773785 Objective Value:88.54811677736623 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.5780250940318715e-10 Stepsize:0.0001595073594941903 Objective Value:88.5481167773664 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.5794173352532696e-10 Stepsize:0.00012760588759535226 Objective Value:88.54811677736654 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.5805311222198423e-10 Stepsize:0.00010208471007628181 Objective Value:88.54811677736664 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.581422172894385e-10 Stepsize:8.166776806102545e-05 Objective Value:88.54811677736677 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.58213501308843e-10 Stepsize:6.533421444882036e-05 Objective Value:88.54811677736689 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.582705281543826e-10 Stepsize:5.2267371559056295e-05 Objective Value:88.54811677736691 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.5831614847478373e-10 Stepsize:4.1813897247245036e-05 Objective Value:88.54811677736691 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.583526454371913e-10 Stepsize:3.345111779779603e-05 Objective Value:88.54811677736699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.5838184289666424e-10 Stepsize:2.6760894238236826e-05 Objective Value:88.54811677736699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.5840520110751046e-10 Stepsize:2.1408715390589462e-05 Objective Value:88.54811677736704 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.5842388854829256e-10 Stepsize:1.712697231247157e-05 Objective Value:88.54811677736707 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.58438836890878e-10 Stepsize:1.3701577849977256e-05 Objective Value:88.54811677736707 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.584507951665021e-10 Stepsize:1.0961262279981805e-05 Objective Value:88.54811677736704 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.584603627729477e-10 Stepsize:8.769009823985445e-06 Objective Value:88.54811677736707 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.584680179382406e-10 Stepsize:7.015207859188356e-06 Objective Value:88.54811677736718 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.584741402652783e-10 Stepsize:5.612166287350686e-06 Objective Value:88.54811677736713 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.584790382061907e-10 Stepsize:4.489733029880549e-06 Objective Value:88.54811677736708 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.584829574852359e-10 Stepsize:3.5917864239044394e-06 Objective Value:88.54811677736714 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.584860934180471e-10 Stepsize:2.873429139123552e-06 Objective Value:88.54811677736714 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54811676630496 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54811673443264 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54811665388362 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54811644009501 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.5481158832741 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.5481144226614 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54811060277456 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.5481006100845 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54807453810265 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54800691654656 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54783437632312 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54741253229169 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54648764137569 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54492759697703 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54339489165174 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54273144541716 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54262349416084 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.54261887331813 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:88.5426188147174 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(236.8703912, dtype=float64), 'logtau': Array(5.24788522, dtype=float64), 'logamp': Array(0.11836839, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.86599669, dtype=float64), 'logtau': Array(0.09923545, dtype=float64), 'logamp': Array(0.07895325, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10159.090994939681
And log height: -88.54...
log-evidence is ~-91.32
Seems to have converged at iteration 5 / 64 with tolerance 4.06e-05
:::::::::::::::::::::::
Scanning at lag=249.67 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 12.045734593325392 Stepsize:1.0 Objective Value:100.58835340804272 Decrease Error:12.045734593325392
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 12.045733854282759 Stepsize:0.8 Objective Value:100.5883526690001 Decrease Error:12.045733854282759
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 12.045733263067177 Stepsize:0.6400000000000001 Objective Value:100.58835207778453 Decrease Error:12.045733263067177
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 12.045732790106754 Stepsize:0.5120000000000001 Objective Value:100.58835160482413 Decrease Error:12.045732790106754
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 12.045732411746087 Stepsize:0.40960000000000013 Objective Value:100.58835122646346 Decrease Error:12.045732411746087
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 12.045732109062257 Stepsize:0.32768000000000014 Objective Value:100.58835092377963 Decrease Error:12.045732109062257
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573186691843 Stepsize:0.2621440000000001 Objective Value:100.58835068163582 Decrease Error:12.04573186691843
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731673205324 Stepsize:0.2097152000000001 Objective Value:100.58835048792271 Decrease Error:12.045731673205324
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731518236082 Stepsize:0.1677721600000001 Objective Value:100.58835033295347 Decrease Error:12.045731518236082
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573139426158 Stepsize:0.13421772800000006 Objective Value:100.58835020897897 Decrease Error:12.04573139426158
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731295082547 Stepsize:0.10737418240000006 Objective Value:100.58835010979995 Decrease Error:12.045731295082547
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731215739593 Stepsize:0.08589934592000005 Objective Value:100.588350030457 Decrease Error:12.045731215739593
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573115226546 Stepsize:0.06871947673600004 Objective Value:100.58834996698286 Decrease Error:12.04573115226546
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573110148624 Stepsize:0.054975581388800036 Objective Value:100.58834991620364 Decrease Error:12.04573110148624
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731060863062 Stepsize:0.043980465111040035 Objective Value:100.58834987558046 Decrease Error:12.045731060863062
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731028364486 Stepsize:0.03518437208883203 Objective Value:100.58834984308189 Decrease Error:12.045731028364486
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 12.045731002365699 Stepsize:0.028147497671065627 Objective Value:100.5883498170831 Decrease Error:12.045731002365699
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730981566678 Stepsize:0.022517998136852502 Objective Value:100.58834979628408 Decrease Error:12.045730981566678
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730964927486 Stepsize:0.018014398509482003 Objective Value:100.58834977964489 Decrease Error:12.045730964927486
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730951616093 Stepsize:0.014411518807585602 Objective Value:100.5883497663335 Decrease Error:12.045730951616093
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730940967132 Stepsize:0.011529215046068483 Objective Value:100.58834975568453 Decrease Error:12.045730940967132
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573093244781 Stepsize:0.009223372036854787 Objective Value:100.58834974716521 Decrease Error:12.04573093244781
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730925632327 Stepsize:0.00737869762948383 Objective Value:100.58834974034973 Decrease Error:12.045730925632327
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730920180148 Stepsize:0.005902958103587064 Objective Value:100.58834973489755 Decrease Error:12.045730920180148
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730915818211 Stepsize:0.004722366482869652 Objective Value:100.58834973053561 Decrease Error:12.045730915818211
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730912328793 Stepsize:0.0037778931862957215 Objective Value:100.5883497270462 Decrease Error:12.045730912328793
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 12.04573090953717 Stepsize:0.0030223145490365774 Objective Value:100.58834972425457 Decrease Error:12.04573090953717
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730907303962 Stepsize:0.002417851639229262 Objective Value:100.58834972202136 Decrease Error:12.045730907303962
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730905517303 Stepsize:0.0019342813113834097 Objective Value:100.5883497202347 Decrease Error:12.045730905517303
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 12.045730904088003 Stepsize:0.0015474250491067279 Objective Value:100.5883497188054 Decrease Error:12.045730904088003
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 8.793790306195371e-10 Stepsize:0.0018569100589280734 Objective Value:100.5883497187883 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 8.87419718283957e-10 Stepsize:0.0014855280471424588 Objective Value:100.58834971879175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 8.938522701221491e-10 Stepsize:0.0011884224377139672 Objective Value:100.58834971879445 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.989983059819565e-10 Stepsize:0.0009507379501711738 Objective Value:100.58834971879669 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.031151391041894e-10 Stepsize:0.0007605903601369392 Objective Value:100.58834971879841 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.064085991184467e-10 Stepsize:0.0006084722881095514 Objective Value:100.58834971879978 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.090433730279123e-10 Stepsize:0.00048677783048764115 Objective Value:100.58834971880087 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.111511935649477e-10 Stepsize:0.00038942226439011294 Objective Value:100.58834971880188 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.128374389736609e-10 Stepsize:0.00031153781151209035 Objective Value:100.58834971880248 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.141864442452993e-10 Stepsize:0.0002492302492096723 Objective Value:100.58834971880302 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.152656520133722e-10 Stepsize:0.00019938419936773785 Objective Value:100.58834971880361 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.161290123677178e-10 Stepsize:0.0001595073594941903 Objective Value:100.58834971880395 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.168197004343538e-10 Stepsize:0.00012760588759535226 Objective Value:100.58834971880422 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.17372251061135e-10 Stepsize:0.00010208471007628181 Objective Value:100.58834971880435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.178143003717026e-10 Stepsize:8.166776806102545e-05 Objective Value:100.5883497188047 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.181679268964668e-10 Stepsize:6.533421444882036e-05 Objective Value:100.58834971880486 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.184508337866555e-10 Stepsize:5.2267371559056295e-05 Objective Value:100.58834971880489 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.186771576291351e-10 Stepsize:4.1813897247245036e-05 Objective Value:100.58834971880503 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.188582175759015e-10 Stepsize:3.345111779779603e-05 Objective Value:100.5883497188051 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.190030688292893e-10 Stepsize:2.6760894238236826e-05 Objective Value:100.58834971880512 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.191189469751268e-10 Stepsize:2.1408715390589462e-05 Objective Value:100.58834971880526 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.192116472908663e-10 Stepsize:1.712697231247157e-05 Objective Value:100.58834971880526 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.192858101618062e-10 Stepsize:1.3701577849977256e-05 Objective Value:100.58834971880529 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.193451406320305e-10 Stepsize:1.0961262279981805e-05 Objective Value:100.58834971880539 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.193926062170953e-10 Stepsize:8.769009823985445e-06 Objective Value:100.5883497188054 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.194305734863978e-10 Stepsize:7.015207859188356e-06 Objective Value:100.58834971880532 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.194609528312708e-10 Stepsize:5.612166287350686e-06 Objective Value:100.58834971880535 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.194852530816678e-10 Stepsize:4.489733029880549e-06 Objective Value:100.58834971880539 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.19504696567118e-10 Stepsize:3.5917864239044394e-06 Objective Value:100.58834971880536 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.195202455170494e-10 Stepsize:2.873429139123552e-06 Objective Value:100.58834971880539 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58834970178046 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58834938713866 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58834877477027 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58834722828729 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58833242172312 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58823083197198 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58803833704562 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.5875355810744 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58623165135502 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.58291833855283 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.57494881945479 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.55836260532135 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.53469486971682 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.51958810320893 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.51579439253918 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.51535189172516 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.51534283962657 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.5153427756118 Decrease Error:0.0
Change of 0.07 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(249.6687914, dtype=float64), 'logtau': Array(5.20075604, dtype=float64), 'logamp': Array(0.12881429, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.79038509, dtype=float64), 'logtau': Array(0.08034561, dtype=float64), 'logamp': Array(0.08592903, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9495.535496209899
And log height: -100.52...
log-evidence is ~-103.26
Seems to have converged at iteration 6 / 64 with tolerance 5.18e-05
:::::::::::::::::::::::
Scanning at lag=262.47 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 16.232537720115232 Stepsize:1.0 Objective Value:116.74788049572693 Decrease Error:16.232537720115232
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 16.23253565030474 Stepsize:0.8 Objective Value:116.74787842591647 Decrease Error:16.23253565030474
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 16.232533994483802 Stepsize:0.6400000000000001 Objective Value:116.74787677009554 Decrease Error:16.232533994483802
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 16.23253266984476 Stepsize:0.5120000000000001 Objective Value:116.7478754454565 Decrease Error:16.23253266984476
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 16.23253161014476 Stepsize:0.40960000000000013 Objective Value:116.74787438575652 Decrease Error:16.23253161014476
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 16.23253076239179 Stepsize:0.32768000000000014 Objective Value:116.74787353800356 Decrease Error:16.23253076239179
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 16.232530084194067 Stepsize:0.2621440000000001 Objective Value:116.74787285980584 Decrease Error:16.232530084194067
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252954163887 Stepsize:0.2097152000000001 Objective Value:116.74787231725065 Decrease Error:16.23252954163887
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 16.232529107596577 Stepsize:0.1677721600000001 Objective Value:116.74787188320836 Decrease Error:16.232529107596577
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252876036399 Stepsize:0.13421772800000006 Objective Value:116.74787153597578 Decrease Error:16.23252876036399
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 16.232528482578687 Stepsize:0.10737418240000006 Objective Value:116.74787125819047 Decrease Error:16.232528482578687
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 16.232528260350932 Stepsize:0.08589934592000005 Objective Value:116.74787103596272 Decrease Error:16.232528260350932
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 16.232528082569132 Stepsize:0.06871947673600004 Objective Value:116.74787085818093 Decrease Error:16.232528082569132
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527940343772 Stepsize:0.054975581388800036 Objective Value:116.74787071595557 Decrease Error:16.232527940343772
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252782656364 Stepsize:0.043980465111040035 Objective Value:116.74787060217544 Decrease Error:16.23252782656364
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252773553955 Stepsize:0.03518437208883203 Objective Value:116.74787051115135 Decrease Error:16.23252773553955
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252766272057 Stepsize:0.028147497671065627 Objective Value:116.74787043833237 Decrease Error:16.23252766272057
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252760446516 Stepsize:0.022517998136852502 Objective Value:116.74787038007696 Decrease Error:16.23252760446516
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527557861005 Stepsize:0.018014398509482003 Objective Value:116.7478703334728 Decrease Error:16.232527557861005
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527520577477 Stepsize:0.014411518807585602 Objective Value:116.74787029618928 Decrease Error:16.232527520577477
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252749075091 Stepsize:0.011529215046068483 Objective Value:116.74787026636271 Decrease Error:16.23252749075091
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527466889636 Stepsize:0.009223372036854787 Objective Value:116.74787024250143 Decrease Error:16.232527466889636
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252744780052 Stepsize:0.00737869762948383 Objective Value:116.74787022341232 Decrease Error:16.23252744780052
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527432529267 Stepsize:0.005902958103587064 Objective Value:116.74787020814107 Decrease Error:16.232527432529267
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252742031228 Stepsize:0.004722366482869652 Objective Value:116.74787019592408 Decrease Error:16.23252742031228
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252741053858 Stepsize:0.0037778931862957215 Objective Value:116.74787018615038 Decrease Error:16.23252741053858
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527402719782 Stepsize:0.0030223145490365774 Objective Value:116.74787017833158 Decrease Error:16.232527402719782
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 16.23252739646476 Stepsize:0.002417851639229262 Objective Value:116.74787017207656 Decrease Error:16.23252739646476
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527391460707 Stepsize:0.0019342813113834097 Objective Value:116.7478701670725 Decrease Error:16.232527391460707
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 16.232527387457424 Stepsize:0.0015474250491067279 Objective Value:116.74787016306922 Decrease Error:16.232527387457424
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.0071870468744487e-09 Stepsize:0.0018569100589280734 Objective Value:116.74787016303111 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.0164015192266522e-09 Stepsize:0.0014855280471424588 Objective Value:116.74787016303874 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.0237730951783023e-09 Stepsize:0.0011884224377139672 Objective Value:116.74787016304475 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.029670363745878e-09 Stepsize:0.0009507379501711738 Objective Value:116.74787016304958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.0343881750654394e-09 Stepsize:0.0007605903601369392 Objective Value:116.7478701630535 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.038162418786814e-09 Stepsize:0.0006084722881095514 Objective Value:116.74787016305658 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.0411818194342908e-09 Stepsize:0.00048677783048764115 Objective Value:116.7478701630592 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.0435973381199707e-09 Stepsize:0.00038942226439011294 Objective Value:116.74787016306118 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.0455297545863976e-09 Stepsize:0.00031153781151209035 Objective Value:116.74787016306279 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.0470756829565235e-09 Stepsize:0.0002492302492096723 Objective Value:116.74787016306401 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.0483124297725925e-09 Stepsize:0.00019938419936773785 Objective Value:116.74787016306516 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.0493018275723924e-09 Stepsize:0.0001595073594941903 Objective Value:116.74787016306588 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.0500933432968833e-09 Stepsize:0.00012760588759535226 Objective Value:116.74787016306661 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.0507265611131725e-09 Stepsize:0.00010208471007628181 Objective Value:116.74787016306706 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.051233124383236e-09 Stepsize:8.166776806102545e-05 Objective Value:116.74787016306743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.0516383831091188e-09 Stepsize:6.533421444882036e-05 Objective Value:116.74787016306784 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.0519625927894885e-09 Stepsize:5.2267371559056295e-05 Objective Value:116.74787016306817 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.0522219522179537e-09 Stepsize:4.1813897247245036e-05 Objective Value:116.74787016306836 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.0524294462334128e-09 Stepsize:3.345111779779603e-05 Objective Value:116.74787016306848 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.052595434875515e-09 Stepsize:2.6760894238236826e-05 Objective Value:116.7478701630686 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.052728231535468e-09 Stepsize:2.1408715390589462e-05 Objective Value:116.74787016306863 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.0528344687116423e-09 Stepsize:1.712697231247157e-05 Objective Value:116.74787016306882 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.0529194639820128e-09 Stepsize:1.3701577849977256e-05 Objective Value:116.74787016306901 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.0529874477950363e-09 Stepsize:1.0961262279981805e-05 Objective Value:116.74787016306902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.0530418415675086e-09 Stepsize:8.769009823985445e-06 Objective Value:116.74787016306904 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.0530853506549006e-09 Stepsize:7.015207859188356e-06 Objective Value:116.74787016306902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.0531201601040605e-09 Stepsize:5.612166287350686e-06 Objective Value:116.74787016306902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.0531480123363e-09 Stepsize:4.489733029880549e-06 Objective Value:116.74787016306904 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.0531702867278324e-09 Stepsize:3.5917864239044394e-06 Objective Value:116.747870163069 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.0531881146978355e-09 Stepsize:2.873429139123552e-06 Objective Value:116.74787016306917 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74787008213839 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74786954414648 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74786845328804 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.7478652751703 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74785727164065 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74783598241578 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74778051058682 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74763473547 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74725260295943 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74624933468822 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.74361880740302 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.73675536689665 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.71915226212863 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.67618969274503 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.58551083341129 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.46429606238281 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.40873464098658 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.39822022375692 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.39693102719845 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.39691208166369 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:116.39691201198528 Decrease Error:0.0
Change of 0.35 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(262.4671916, dtype=float64), 'logtau': Array(5.06179078, dtype=float64), 'logamp': Array(0.13968963, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.71686371, dtype=float64), 'logtau': Array(0.02471757, dtype=float64), 'logamp': Array(0.09319381, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9056.90819479338
And log height: -116.40...
log-evidence is ~-119.11
Seems to have converged at iteration 7 / 64 with tolerance 7.21e-05
:::::::::::::::::::::::
Scanning at lag=275.27 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 15.022494753122658 Stepsize:1.0 Objective Value:131.41940676510777 Decrease Error:15.022494753122658
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 15.022491914984371 Stepsize:0.8 Objective Value:131.41940392696952 Decrease Error:15.022491914984371
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 15.022489644520988 Stepsize:0.6400000000000001 Objective Value:131.41940165650615 Decrease Error:15.022489644520988
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 15.022487828180658 Stepsize:0.5120000000000001 Objective Value:131.41939984016585 Decrease Error:15.022487828180658
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 15.0224863751274 Stepsize:0.40960000000000013 Objective Value:131.4193983871126 Decrease Error:15.0224863751274
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 15.022485212697376 Stepsize:0.32768000000000014 Objective Value:131.4193972246826 Decrease Error:15.022485212697376
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 15.022484282761312 Stepsize:0.2621440000000001 Objective Value:131.41939629474655 Decrease Error:15.022484282761312
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 15.022483538817397 Stepsize:0.2097152000000001 Objective Value:131.41939555080265 Decrease Error:15.022483538817397
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 15.02248294366558 Stepsize:0.1677721600000001 Objective Value:131.41939495565083 Decrease Error:15.02248294366558
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 15.02248246754607 Stepsize:0.13421772800000006 Objective Value:131.41939447953132 Decrease Error:15.02248246754607
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 15.022482086652005 Stepsize:0.10737418240000006 Objective Value:131.41939409863727 Decrease Error:15.022482086652005
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 15.022481781937486 Stepsize:0.08589934592000005 Objective Value:131.41939379392275 Decrease Error:15.022481781937486
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 15.022481538166389 Stepsize:0.06871947673600004 Objective Value:131.41939355015165 Decrease Error:15.022481538166389
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 15.022481343150005 Stepsize:0.054975581388800036 Objective Value:131.41939335513527 Decrease Error:15.022481343150005
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 15.022481187136904 Stepsize:0.043980465111040035 Objective Value:131.41939319912217 Decrease Error:15.022481187136904
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 15.022481062326705 Stepsize:0.03518437208883203 Objective Value:131.41939307431198 Decrease Error:15.022481062326705
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480962478681 Stepsize:0.028147497671065627 Objective Value:131.41939297446396 Decrease Error:15.022480962478681
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 15.02248088260015 Stepsize:0.022517998136852502 Objective Value:131.41939289458543 Decrease Error:15.02248088260015
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480818697403 Stepsize:0.018014398509482003 Objective Value:131.41939283068268 Decrease Error:15.022480818697403
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480767575303 Stepsize:0.014411518807585602 Objective Value:131.41939277956058 Decrease Error:15.022480767575303
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480726677657 Stepsize:0.011529215046068483 Objective Value:131.41939273866294 Decrease Error:15.022480726677657
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480693959693 Stepsize:0.009223372036854787 Objective Value:131.41939270594497 Decrease Error:15.022480693959693
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480667785175 Stepsize:0.00737869762948383 Objective Value:131.41939267977045 Decrease Error:15.022480667785175
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480646845452 Stepsize:0.005902958103587064 Objective Value:131.41939265883073 Decrease Error:15.022480646845452
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480630093781 Stepsize:0.004722366482869652 Objective Value:131.41939264207906 Decrease Error:15.022480630093781
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480616692434 Stepsize:0.0037778931862957215 Objective Value:131.4193926286777 Decrease Error:15.022480616692434
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480605971225 Stepsize:0.0030223145490365774 Objective Value:131.4193926179565 Decrease Error:15.022480605971225
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480597394463 Stepsize:0.002417851639229262 Objective Value:131.41939260937974 Decrease Error:15.022480597394463
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480590533064 Stepsize:0.0019342813113834097 Objective Value:131.41939260251834 Decrease Error:15.022480590533064
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 15.022480585043809 Stepsize:0.0015474250491067279 Objective Value:131.4193925970291 Decrease Error:15.022480585043809
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.461745070496283e-09 Stepsize:0.0018569100589280734 Objective Value:131.4193925969832 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.4644426199114916e-09 Stepsize:0.0014855280471424588 Objective Value:131.4193925969923 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.466600663281689e-09 Stepsize:0.0011884224377139672 Objective Value:131.41939259699973 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.4683270932615677e-09 Stepsize:0.0009507379501711738 Objective Value:131.41939259700558 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.469708240438446e-09 Stepsize:0.0007605903601369392 Objective Value:131.4193925970102 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.470813154192795e-09 Stepsize:0.0006084722881095514 Objective Value:131.419392597014 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.471697091999643e-09 Stepsize:0.00048677783048764115 Objective Value:131.41939259701695 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.4724042358700127e-09 Stepsize:0.00038942226439011294 Objective Value:131.41939259701934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.4729699577778085e-09 Stepsize:0.00031153781151209035 Objective Value:131.4193925970215 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.4734225265328495e-09 Stepsize:0.0002492302492096723 Objective Value:131.41939259702295 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.4737845889230097e-09 Stepsize:0.00019938419936773785 Objective Value:131.41939259702417 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.4740742367046805e-09 Stepsize:0.0001595073594941903 Objective Value:131.41939259702517 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.4743059548730966e-09 Stepsize:0.00012760588759535226 Objective Value:131.419392597026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.4744913301749025e-09 Stepsize:0.00010208471007628181 Objective Value:131.4193925970265 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.4746396264129307e-09 Stepsize:8.166776806102545e-05 Objective Value:131.41939259702716 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.4747582671601138e-09 Stepsize:6.533421444882036e-05 Objective Value:131.41939259702758 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.4748531805222228e-09 Stepsize:5.2267371559056295e-05 Objective Value:131.41939259702778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.4749291077831206e-09 Stepsize:4.1813897247245036e-05 Objective Value:131.41939259702818 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.4749898562813663e-09 Stepsize:3.345111779779603e-05 Objective Value:131.41939259702824 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.4750384427552946e-09 Stepsize:2.6760894238236826e-05 Objective Value:131.4193925970284 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.475077321838624e-09 Stepsize:2.1408715390589462e-05 Objective Value:131.41939259702866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.4751084235602997e-09 Stepsize:1.712697231247157e-05 Objective Value:131.41939259702866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.475133302137688e-09 Stepsize:1.3701577849977256e-05 Objective Value:131.41939259702872 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.475153205623015e-09 Stepsize:1.0961262279981805e-05 Objective Value:131.41939259702892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.4751691303438667e-09 Stepsize:8.769009823985445e-06 Objective Value:131.4193925970289 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.47518187039702e-09 Stepsize:7.015207859188356e-06 Objective Value:131.419392597029 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.4751920584822043e-09 Stepsize:5.612166287350686e-06 Objective Value:131.41939259702883 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.4752002163581633e-09 Stepsize:4.489733029880549e-06 Objective Value:131.41939259702897 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.4752067356929315e-09 Stepsize:3.5917864239044394e-06 Objective Value:131.419392597029 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.4752119504885407e-09 Stepsize:2.873429139123552e-06 Objective Value:131.41939259702903 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41939236042847 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41939149352774 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41938946948673 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41938392150132 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41936963691538 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41933196538565 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.4192334962454 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41897519248636 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41829899139987 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.41653354358849 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.411972649774 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.40053196091657 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.37404022748794 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.32480825366315 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.27397915878453 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.25523631556595 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.25177926454498 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.25154372053984 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.25154173290855 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.2515417172486 Decrease Error:0.0
Change of 0.17 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(275.2655918, dtype=float64), 'logtau': Array(4.97100623, dtype=float64), 'logamp': Array(0.15160516, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.64515583, dtype=float64), 'logtau': Array(-0.01159764, dtype=float64), 'logamp': Array(0.10115627, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9014.163480619356
And log height: -131.25...
log-evidence is ~-133.97
Seems to have converged at iteration 8 / 64 with tolerance 1.92e-05
:::::::::::::::::::::::
Scanning at lag=288.06 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 20.816287799741644 Stepsize:1.0 Objective Value:152.06782951699023 Decrease Error:20.816287799741644
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 20.816287877502077 Stepsize:0.8 Objective Value:152.06782959475066 Decrease Error:20.816287877502077
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 20.816287939715068 Stepsize:0.6400000000000001 Objective Value:152.06782965696368 Decrease Error:20.816287939715068
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 20.816287989488984 Stepsize:0.5120000000000001 Objective Value:152.0678297067376 Decrease Error:20.816287989488984
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 20.8162880293101 Stepsize:0.40960000000000013 Objective Value:152.06782974655871 Decrease Error:20.8162880293101
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628806116828 Stepsize:0.32768000000000014 Objective Value:152.0678297784169 Decrease Error:20.81628806116828
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628808665576 Stepsize:0.2621440000000001 Objective Value:152.06782980390437 Decrease Error:20.81628808665576
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288107046148 Stepsize:0.2097152000000001 Objective Value:152.06782982429476 Decrease Error:20.816288107046148
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288123358873 Stepsize:0.1677721600000001 Objective Value:152.0678298406075 Decrease Error:20.816288123358873
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628813640927 Stepsize:0.13421772800000006 Objective Value:152.06782985365788 Decrease Error:20.81628813640927
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288146849786 Stepsize:0.10737418240000006 Objective Value:152.0678298640984 Decrease Error:20.816288146849786
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288155202017 Stepsize:0.08589934592000005 Objective Value:152.06782987245063 Decrease Error:20.816288155202017
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288161884216 Stepsize:0.06871947673600004 Objective Value:152.06782987913283 Decrease Error:20.816288161884216
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628816722997 Stepsize:0.054975581388800036 Objective Value:152.06782988447858 Decrease Error:20.81628816722997
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628817150633 Stepsize:0.043980465111040035 Objective Value:152.06782988875494 Decrease Error:20.81628817150633
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288174927678 Stepsize:0.03518437208883203 Objective Value:152.0678298921763 Decrease Error:20.816288174927678
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628817766486 Stepsize:0.028147497671065627 Objective Value:152.06782989491347 Decrease Error:20.81628817766486
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628817985441 Stepsize:0.022517998136852502 Objective Value:152.06782989710302 Decrease Error:20.81628817985441
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628818160604 Stepsize:0.018014398509482003 Objective Value:152.06782989885465 Decrease Error:20.81628818160604
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288183007202 Stepsize:0.014411518807585602 Objective Value:152.06782990025582 Decrease Error:20.816288183007202
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288184128467 Stepsize:0.011529215046068483 Objective Value:152.06782990137708 Decrease Error:20.816288184128467
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 20.8162881850252 Stepsize:0.009223372036854787 Objective Value:152.06782990227381 Decrease Error:20.8162881850252
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288185742764 Stepsize:0.00737869762948383 Objective Value:152.06782990299138 Decrease Error:20.816288185742764
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288186316683 Stepsize:0.005902958103587064 Objective Value:152.0678299035653 Decrease Error:20.816288186316683
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288186776006 Stepsize:0.004722366482869652 Objective Value:152.06782990402462 Decrease Error:20.816288186776006
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628818714333 Stepsize:0.0037778931862957215 Objective Value:152.06782990439194 Decrease Error:20.81628818714333
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288187437152 Stepsize:0.0030223145490365774 Objective Value:152.06782990468577 Decrease Error:20.816288187437152
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628818767237 Stepsize:0.002417851639229262 Objective Value:152.06782990492098 Decrease Error:20.81628818767237
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 20.81628818786055 Stepsize:0.0019342813113834097 Objective Value:152.06782990510916 Decrease Error:20.81628818786055
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 20.816288188010873 Stepsize:0.0015474250491067279 Objective Value:152.0678299052595 Decrease Error:20.816288188010873
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:152.06782990523345 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.648931275423737e-11 Stepsize:0.002228292070713688 Objective Value:152.0678299052345 Decrease Error:1.0516032489249483e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.643733954637786e-11 Stepsize:0.0017826336565709507 Objective Value:152.0678299052343 Decrease Error:8.526512829121202e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.6395759646827015e-11 Stepsize:0.0014261069252567607 Objective Value:152.06782990523413 Decrease Error:6.821210263296962e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.63624967468446e-11 Stepsize:0.0011408855402054085 Objective Value:152.06782990523402 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.633588647835827e-11 Stepsize:0.0009127084321643268 Objective Value:152.0678299052339 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.6314597983201304e-11 Stepsize:0.0007301667457314615 Objective Value:152.0678299052338 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.629756763193743e-11 Stepsize:0.0005841333965851692 Objective Value:152.06782990523382 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.6283942744450746e-11 Stepsize:0.0004673067172681354 Objective Value:152.0678299052338 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.6273043583577335e-11 Stepsize:0.00037384537381450836 Objective Value:152.06782990523368 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.626432315830975e-11 Stepsize:0.00029907629905160673 Objective Value:152.0678299052336 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.6257348164708667e-11 Stepsize:0.0002392610392412854 Objective Value:152.06782990523354 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.6251766954504925e-11 Stepsize:0.00019140883139302832 Objective Value:152.06782990523365 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.624730289605532e-11 Stepsize:0.00015312706511442267 Objective Value:152.06782990523368 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.624373118342751e-11 Stepsize:0.00012250165209153814 Objective Value:152.0678299052336 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.624087460292938e-11 Stepsize:9.800132167323052e-05 Objective Value:152.0678299052335 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.623858753350366e-11 Stepsize:7.840105733858443e-05 Objective Value:152.0678299052337 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.6236758984188116e-11 Stepsize:6.272084587086754e-05 Objective Value:152.06782990523348 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.6235296407315895e-11 Stepsize:5.0176676696694036e-05 Objective Value:152.0678299052334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.623412630837926e-11 Stepsize:4.014134135735523e-05 Objective Value:152.0678299052334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.623319043268727e-11 Stepsize:3.211307308588419e-05 Objective Value:152.06782990523348 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.623244074669554e-11 Stepsize:2.5690458468707354e-05 Objective Value:152.0678299052334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.623184116934163e-11 Stepsize:2.0552366774965883e-05 Objective Value:152.0678299052336 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.6231362363639405e-11 Stepsize:1.6441893419972708e-05 Objective Value:152.0678299052334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.623097854675298e-11 Stepsize:1.3153514735978166e-05 Objective Value:152.06782990523342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.6230672181712224e-11 Stepsize:1.0522811788782534e-05 Objective Value:152.06782990523342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.6230426951274434e-11 Stepsize:8.418249431026028e-06 Objective Value:152.06782990523348 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.623023032358716e-11 Stepsize:6.734599544820823e-06 Objective Value:152.0678299052335 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.623007284745677e-11 Stepsize:5.387679635856659e-06 Objective Value:152.06782990523348 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.6229947152849594e-11 Stepsize:4.310143708685327e-06 Objective Value:152.0678299052333 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.622984687261897e-11 Stepsize:3.448114966948262e-06 Objective Value:152.06782990523354 Decrease Error:8.526512829121202e-14
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0678299021239 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0678298957445 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06782938264018 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0678285340007 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06782631465236 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06782050507408 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06780531015974 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0677655946168 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0676619894581 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0673928918619 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06670136740684 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0649709128384 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.06092055145032 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0528507865655 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0413078767499 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0314176702338 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.02752839346033 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.02715670031938 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.02714462823494 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.0271445249793 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(288.063992, dtype=float64), 'logtau': Array(5.03035371, dtype=float64), 'logamp': Array(0.15234268, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.57501698, dtype=float64), 'logtau': Array(0.01214163, dtype=float64), 'logamp': Array(0.10164922, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8302.396303795826
And log height: -152.03...
log-evidence is ~-154.70
Seems to have converged at iteration 9 / 64 with tolerance 1.11e-05
:::::::::::::::::::::::
Scanning at lag=300.86 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715134893453467 Stepsize:1.0 Objective Value:155.39865801432464 Decrease Error:3.3715134893453467
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.371513825828231 Stepsize:0.8 Objective Value:155.39865835080752 Decrease Error:3.371513825828231
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.371514095016181 Stepsize:0.6400000000000001 Objective Value:155.39865861999547 Decrease Error:3.371514095016181
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715143103671608 Stepsize:0.5120000000000001 Objective Value:155.39865883534645 Decrease Error:3.3715143103671608
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715144826491326 Stepsize:0.40960000000000013 Objective Value:155.39865900762842 Decrease Error:3.3715144826491326
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715146204746986 Stepsize:0.32768000000000014 Objective Value:155.398659145454 Decrease Error:3.3715146204746986
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715147307356403 Stepsize:0.2621440000000001 Objective Value:155.39865925571493 Decrease Error:3.3715147307356403
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715148189445756 Stepsize:0.2097152000000001 Objective Value:155.39865934392387 Decrease Error:3.3715148189445756
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715148895118716 Stepsize:0.1677721600000001 Objective Value:155.39865941449116 Decrease Error:3.3715148895118716
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715149459655436 Stepsize:0.13421772800000006 Objective Value:155.39865947094484 Decrease Error:3.3715149459655436
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715149911286915 Stepsize:0.10737418240000006 Objective Value:155.39865951610798 Decrease Error:3.3715149911286915
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515027259136 Stepsize:0.08589934592000005 Objective Value:155.39865955223843 Decrease Error:3.371515027259136
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515056163588 Stepsize:0.06871947673600004 Objective Value:155.39865958114288 Decrease Error:3.371515056163588
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715150792870077 Stepsize:0.054975581388800036 Objective Value:155.3986596042663 Decrease Error:3.3715150792870077
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515097786073 Stepsize:0.043980465111040035 Objective Value:155.39865962276536 Decrease Error:3.371515097786073
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151125851435 Stepsize:0.03518437208883203 Objective Value:155.39865963756444 Decrease Error:3.3715151125851435
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515124424235 Stepsize:0.028147497671065627 Objective Value:155.39865964940353 Decrease Error:3.371515124424235
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151338958833 Stepsize:0.022517998136852502 Objective Value:155.39865965887518 Decrease Error:3.3715151338958833
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515141473026 Stepsize:0.018014398509482003 Objective Value:155.39865966645232 Decrease Error:3.371515141473026
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151475347795 Stepsize:0.014411518807585602 Objective Value:155.39865967251407 Decrease Error:3.3715151475347795
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151523839495 Stepsize:0.011529215046068483 Objective Value:155.39865967736324 Decrease Error:3.3715151523839495
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515156263399 Stepsize:0.009223372036854787 Objective Value:155.3986596812427 Decrease Error:3.371515156263399
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151593672203 Stepsize:0.00737869762948383 Objective Value:155.3986596843465 Decrease Error:3.3715151593672203
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151618498 Stepsize:0.005902958103587064 Objective Value:155.3986596868291 Decrease Error:3.3715151618498
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151638362784 Stepsize:0.004722366482869652 Objective Value:155.39865968881557 Decrease Error:3.3715151638362784
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515165425194 Stepsize:0.0037778931862957215 Objective Value:155.3986596904045 Decrease Error:3.371515165425194
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515166696639 Stepsize:0.0030223145490365774 Objective Value:155.39865969167593 Decrease Error:3.371515166696639
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515167713369 Stepsize:0.002417851639229262 Objective Value:155.39865969269266 Decrease Error:3.371515167713369
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.3715151685270257 Stepsize:0.0019342813113834097 Objective Value:155.39865969350632 Decrease Error:3.3715151685270257
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.371515169178025 Stepsize:0.0015474250491067279 Objective Value:155.39865969415732 Decrease Error:3.371515169178025
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.8766405878502868e-10 Stepsize:0.0018569100589280734 Objective Value:155.39865969415962 Decrease Error:2.3021584638627246e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.7480973295798792e-10 Stepsize:0.0014855280471424588 Objective Value:155.39865969415914 Decrease Error:1.8189894035458565e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.645262675810081e-10 Stepsize:0.0011884224377139672 Objective Value:155.3986596941587 Decrease Error:1.3926637620897964e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.5629950775859123e-10 Stepsize:0.0009507379501711738 Objective Value:155.39865969415848 Decrease Error:1.1652900866465643e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4971808393035975e-10 Stepsize:0.0007605903601369392 Objective Value:155.39865969415828 Decrease Error:9.663381206337363e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.4445295044057373e-10 Stepsize:0.0006084722881095514 Objective Value:155.39865969415817 Decrease Error:8.526512829121202e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.402408461424099e-10 Stepsize:0.00048677783048764115 Objective Value:155.3986596941579 Decrease Error:5.968558980384842e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.368711610775756e-10 Stepsize:0.00038942226439011294 Objective Value:155.39865969415763 Decrease Error:3.126388037344441e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.3417541391475392e-10 Stepsize:0.00031153781151209035 Objective Value:155.3986596941576 Decrease Error:2.8421709430404007e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.320188091588665e-10 Stepsize:0.0002492302492096723 Objective Value:155.39865969415757 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.302935262106763e-10 Stepsize:0.00019938419936773785 Objective Value:155.3986596941574 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.2891330502376848e-10 Stepsize:0.0001595073594941903 Objective Value:155.39865969415746 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.2780913363619938e-10 Stepsize:0.00012760588759535226 Objective Value:155.39865969415743 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.2692578875241452e-10 Stepsize:0.00010208471007628181 Objective Value:155.39865969415732 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.2621910902899498e-10 Stepsize:8.166776806102545e-05 Objective Value:155.39865969415737 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.25653778043845e-10 Stepsize:6.533421444882036e-05 Objective Value:155.39865969415746 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.252015052217869e-10 Stepsize:5.2267371559056295e-05 Objective Value:155.39865969415735 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.24839695735336e-10 Stepsize:4.1813897247245036e-05 Objective Value:155.3986596941574 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.2455023061462615e-10 Stepsize:3.345111779779603e-05 Objective Value:155.39865969415735 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.2431867289457908e-10 Stepsize:2.6760894238236826e-05 Objective Value:155.39865969415726 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.2413342139510876e-10 Stepsize:2.1408715390589462e-05 Objective Value:155.3986596941574 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.2398521453599716e-10 Stepsize:1.712697231247157e-05 Objective Value:155.3986596941573 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.2386666125682434e-10 Stepsize:1.3701577849977256e-05 Objective Value:155.39865969415726 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.2377181058870597e-10 Stepsize:1.0961262279981805e-05 Objective Value:155.39865969415726 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.2369593367544652e-10 Stepsize:8.769009823985445e-06 Objective Value:155.39865969415735 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.2363523396629862e-10 Stepsize:7.015207859188356e-06 Objective Value:155.39865969415746 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.23586658076894e-10 Stepsize:5.612166287350686e-06 Objective Value:155.39865969415726 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.2354781555828274e-10 Stepsize:4.489733029880549e-06 Objective Value:155.39865969415732 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.2351674378769224e-10 Stepsize:3.5917864239044394e-06 Objective Value:155.39865969415743 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.2349187625561357e-10 Stepsize:2.873429139123552e-06 Objective Value:155.39865969415735 Decrease Error:2.842170943040401e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.8592510024286942e-10 Stepsize:1.0 Objective Value:155.3986596918995 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.9431732498126744e-10 Stepsize:0.8 Objective Value:155.3986596923478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.0103109666226876e-10 Stepsize:0.6400000000000001 Objective Value:155.3986596927074 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.0640210907903212e-10 Stepsize:0.5120000000000001 Objective Value:155.39865969299615 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.1069891559110733e-10 Stepsize:0.40960000000000013 Objective Value:155.3986596932274 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.1413635902267594e-10 Stepsize:0.32768000000000014 Objective Value:155.3986596934128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.1688631265526834e-10 Stepsize:0.2621440000000001 Objective Value:155.39865969356143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.1908627437481851e-10 Stepsize:0.2097152000000001 Objective Value:155.39865969368034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.2084624352209857e-10 Stepsize:0.1677721600000001 Objective Value:155.3986596937757 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.222542181687337e-10 Stepsize:0.13421772800000006 Objective Value:155.39865969385176 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.23380598045284e-10 Stepsize:0.10737418240000006 Objective Value:155.39865969391283 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2428170168462166e-10 Stepsize:0.08589934592000005 Objective Value:155.39865969396158 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.2500258444633636e-10 Stepsize:0.06871947673600004 Objective Value:155.3986596940009 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.2557929050459744e-10 Stepsize:0.054975581388800036 Objective Value:155.39865969403218 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.2604065543252147e-10 Stepsize:0.043980465111040035 Objective Value:155.398659694057 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.2640974731184144e-10 Stepsize:0.03518437208883203 Objective Value:155.39865969407697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2670502075261698e-10 Stepsize:0.028147497671065627 Objective Value:155.3986596940931 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.2694123972207785e-10 Stepsize:0.022517998136852502 Objective Value:155.3986596941058 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.2713021495795528e-10 Stepsize:0.018014398509482003 Objective Value:155.39865969411636 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.2728139473499922e-10 Stepsize:0.014411518807585602 Objective Value:155.3986596941245 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.2740233863761072e-10 Stepsize:0.011529215046068483 Objective Value:155.39865969413103 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.2749909395926089e-10 Stepsize:0.009223372036854787 Objective Value:155.3986596941364 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2757649798822093e-10 Stepsize:0.00737869762948383 Objective Value:155.3986596941404 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2763842146007785e-10 Stepsize:0.005902958103587064 Objective Value:155.39865969414396 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2768796013625823e-10 Stepsize:0.004722366482869652 Objective Value:155.39865969414655 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.2772759128320096e-10 Stepsize:0.0037778931862957215 Objective Value:155.39865969414876 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.2775929563324306e-10 Stepsize:0.0030223145490365774 Objective Value:155.39865969415044 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.277846597011176e-10 Stepsize:0.002417851639229262 Objective Value:155.39865969415183 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.278049506972416e-10 Stepsize:0.0019342813113834097 Objective Value:155.39865969415303 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.2782118354496278e-10 Stepsize:0.0015474250491067279 Objective Value:155.3986596941538 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.4294261710243624e-08 Stepsize:0.0018569100589280734 Objective Value:155.3986596936987 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.4340224589493384e-08 Stepsize:0.0014855280471424588 Objective Value:155.3986596937896 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.437699488658699e-08 Stepsize:0.0011884224377139672 Objective Value:155.3986596938624 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.4406411135971257e-08 Stepsize:0.0009507379501711738 Objective Value:155.3986596939208 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.4429944107224362e-08 Stepsize:0.0007605903601369392 Objective Value:155.39865969396732 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.4448770495264024e-08 Stepsize:0.0006084722881095514 Objective Value:155.3986596940045 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.4463831585551278e-08 Stepsize:0.00048677783048764115 Objective Value:155.3986596940343 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.4475880496682255e-08 Stepsize:0.00038942226439011294 Objective Value:155.39865969405818 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.4485519609649264e-08 Stepsize:0.00031153781151209035 Objective Value:155.39865969407745 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.4493230902191276e-08 Stepsize:0.0002492302492096723 Objective Value:155.39865969409263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.4499399925166024e-08 Stepsize:0.00019938419936773785 Objective Value:155.39865969410496 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.4504335163690298e-08 Stepsize:0.0001595073594941903 Objective Value:155.39865969411457 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.4508283331112635e-08 Stepsize:0.00012760588759535226 Objective Value:155.39865969412253 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.4511441855878154e-08 Stepsize:0.00010208471007628181 Objective Value:155.3986596941288 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.451396869756977e-08 Stepsize:8.166776806102545e-05 Objective Value:155.39865969413378 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.4515990171161585e-08 Stepsize:6.533421444882036e-05 Objective Value:155.39865969413776 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.451760734457066e-08 Stepsize:5.2267371559056295e-05 Objective Value:155.39865969414092 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.45189010801971e-08 Stepsize:4.1813897247245036e-05 Objective Value:155.39865969414362 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.4519936063168822e-08 Stepsize:3.345111779779603e-05 Objective Value:155.3986596941456 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.4520764050261773e-08 Stepsize:2.6760894238236826e-05 Objective Value:155.3986596941472 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.4521426458541043e-08 Stepsize:2.1408715390589462e-05 Objective Value:155.3986596941486 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.4521956372110665e-08 Stepsize:1.712697231247157e-05 Objective Value:155.39865969414944 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.4522380317711512e-08 Stepsize:1.3701577849977256e-05 Objective Value:155.3986596941505 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.4522719450621634e-08 Stepsize:1.0961262279981805e-05 Objective Value:155.3986596941512 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.4522990781214177e-08 Stepsize:8.769009823985445e-06 Objective Value:155.39865969415166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.4523207832525996e-08 Stepsize:7.015207859188356e-06 Objective Value:155.3986596941522 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.4523381469997585e-08 Stepsize:5.612166287350686e-06 Objective Value:155.39865969415249 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.4523520392291392e-08 Stepsize:4.489733029880549e-06 Objective Value:155.39865969415274 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.4523631503390013e-08 Stepsize:3.5917864239044394e-06 Objective Value:155.39865969415277 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.4523720403739768e-08 Stepsize:2.873429139123552e-06 Objective Value:155.398659694153 Decrease Error:0.0
4
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39865921039427 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39864020716328 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3986089913361 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3985262851788 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39831026271503 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3977423312386 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39625109207216 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39233040203146 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3820448917927 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3553066720537 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.28784318212254 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.13233620292002 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.86931976523138 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.6964359391841 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.66380339472167 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.65782177617155 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.6575634676033 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.65756223317322 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:154.65756222135488 Decrease Error:0.0
Change of 0.74 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(300.8623922, dtype=float64), 'logtau': Array(4.77970258, dtype=float64), 'logamp': Array(0.16161197, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.50622883, dtype=float64), 'logtau': Array(-0.08817605, dtype=float64), 'logamp': Array(0.10784572, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
7628.051261768311
And log height: -154.66...
log-evidence is ~-157.29
Seems to have converged at iteration 10 / 64 with tolerance 1.93e-05
:::::::::::::::::::::::
Scanning at lag=313.66 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.99402890031296e-07 Stepsize:1.0 Objective Value:146.82839412912762 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.993702315021206e-07 Stepsize:0.8 Objective Value:146.82839396921946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.99344104728389e-07 Stepsize:0.6400000000000001 Objective Value:146.82839384129758 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.993232033409735e-07 Stepsize:0.5120000000000001 Objective Value:146.82839373896329 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.993064822513795e-07 Stepsize:0.40960000000000013 Objective Value:146.82839365709754 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.99293105392216e-07 Stepsize:0.32768000000000014 Objective Value:146.8283935916064 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.992824039137315e-07 Stepsize:0.2621440000000001 Objective Value:146.82839353921418 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.992738427358453e-07 Stepsize:0.2097152000000001 Objective Value:146.828393497301 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.992669937973689e-07 Stepsize:0.1677721600000001 Objective Value:146.82839346377062 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.992615146483198e-07 Stepsize:0.13421772800000006 Objective Value:146.82839343694653 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.992571313307346e-07 Stepsize:0.10737418240000006 Objective Value:146.82839341548743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.992536246772879e-07 Stepsize:0.08589934592000005 Objective Value:146.8283933983203 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.992508193551749e-07 Stepsize:0.06871947673600004 Objective Value:146.82839338458666 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.992485750978775e-07 Stepsize:0.054975581388800036 Objective Value:146.8283933735996 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.992467796921311e-07 Stepsize:0.043980465111040035 Objective Value:146.82839336481015 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.99245343368337e-07 Stepsize:0.03518437208883203 Objective Value:146.82839335777865 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.992441943084553e-07 Stepsize:0.028147497671065627 Objective Value:146.82839335215334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.992432750611822e-07 Stepsize:0.022517998136852502 Objective Value:146.8283933476531 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.992425396632777e-07 Stepsize:0.018014398509482003 Objective Value:146.82839334405296 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.9924195134516e-07 Stepsize:0.014411518807585602 Objective Value:146.82839334117273 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.992414806905202e-07 Stepsize:0.011529215046068483 Objective Value:146.82839333886872 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.992411041668111e-07 Stepsize:0.009223372036854787 Objective Value:146.8283933370254 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.992408029478309e-07 Stepsize:0.00737869762948383 Objective Value:146.82839333555086 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.992405619726021e-07 Stepsize:0.005902958103587064 Objective Value:146.82839333437107 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.992403691928838e-07 Stepsize:0.004722366482869652 Objective Value:146.82839333342736 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.992402149688653e-07 Stepsize:0.0037778931862957215 Objective Value:146.82839333267225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.99240091589084e-07 Stepsize:0.0030223145490365774 Objective Value:146.82839333206826 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.99239992885656e-07 Stepsize:0.002417851639229262 Objective Value:146.82839333158518 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.992399139230898e-07 Stepsize:0.0019342813113834097 Objective Value:146.8283933311985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.992398507527888e-07 Stepsize:0.0015474250491067279 Objective Value:146.82839333088933 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:146.82839333082254 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.325678157478219e-10 Stepsize:0.002228292070713688 Objective Value:146.82839333081947 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.3259269439221536e-10 Stepsize:0.0017826336565709507 Objective Value:146.8283933308201 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.3261259759632731e-10 Stepsize:0.0014261069252567607 Objective Value:146.8283933308207 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.3262851972695245e-10 Stepsize:0.0011408855402054085 Objective Value:146.82839333082094 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.326412573711438e-10 Stepsize:0.0009127084321643268 Objective Value:146.8283933308212 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.3265144766539025e-10 Stepsize:0.0007301667457314615 Objective Value:146.8283933308214 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.3265960009153923e-10 Stepsize:0.0005841333965851692 Objective Value:146.82839333082165 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.3266612184035134e-10 Stepsize:0.0004673067172681354 Objective Value:146.8283933308219 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.3267133899748842e-10 Stepsize:0.00037384537381450836 Objective Value:146.82839333082194 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.3267551328088457e-10 Stepsize:0.00029907629905160673 Objective Value:146.82839333082217 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.3267885239318287e-10 Stepsize:0.0002392610392412854 Objective Value:146.8283933308221 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268152381312576e-10 Stepsize:0.00019140883139302832 Objective Value:146.8283933308222 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268366086369916e-10 Stepsize:0.00015312706511442267 Objective Value:146.82839333082225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268537036253396e-10 Stepsize:0.00012250165209153814 Objective Value:146.82839333082228 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268673799040093e-10 Stepsize:9.800132167323052e-05 Objective Value:146.82839333082225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268783225871296e-10 Stepsize:7.840105733858443e-05 Objective Value:146.8283933308224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268870776721384e-10 Stepsize:6.272084587086754e-05 Objective Value:146.82839333082237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268940809405463e-10 Stepsize:5.0176676696694036e-05 Objective Value:146.82839333082245 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.3268996792862265e-10 Stepsize:4.014134135735523e-05 Objective Value:146.8283933308223 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269041631737174e-10 Stepsize:3.211307308588419e-05 Objective Value:146.8283933308225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.326907748918293e-10 Stepsize:2.5690458468707354e-05 Objective Value:146.8283933308225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269106169379711e-10 Stepsize:2.0552366774965883e-05 Objective Value:146.8283933308224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269129091107704e-10 Stepsize:1.6441893419972708e-05 Objective Value:146.82839333082245 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269147450038616e-10 Stepsize:1.3153514735978166e-05 Objective Value:146.82839333082248 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.326916215995159e-10 Stepsize:1.0522811788782534e-05 Objective Value:146.82839333082248 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269173918293558e-10 Stepsize:8.418249431026028e-06 Objective Value:146.82839333082245 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.326918329172956e-10 Stepsize:6.734599544820823e-06 Objective Value:146.82839333082234 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269190802201296e-10 Stepsize:5.387679635856659e-06 Objective Value:146.82839333082242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.326919684307087e-10 Stepsize:4.310143708685327e-06 Objective Value:146.82839333082242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.3269201640834889e-10 Stepsize:3.448114966948262e-06 Objective Value:146.8283933308224 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82839328654717 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82839321561784 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82839298425742 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82839242379328 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.8283909108105 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82838699427515 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82837669138553 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82834974809546 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82827910217847 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.828093958661 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82760837944025 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82633489152678 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.82299928098806 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.81431298906062 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.792096212586 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.73800389578665 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.62286193623558 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.46020101189566 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.3799780837812 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.36653410173594 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.36473399253651 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.36470386787124 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:146.3647037565378 Decrease Error:0.0
Change of 0.47 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(313.6607924, dtype=float64), 'logtau': Array(4.54941122, dtype=float64), 'logamp': Array(0.15096826, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.43859422, dtype=float64), 'logtau': Array(-0.18072581, dtype=float64), 'logamp': Array(0.1007306, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8852.709762948229
And log height: -146.36...
log-evidence is ~-149.07
Seems to have converged at iteration 11 / 64 with tolerance 8.40e-05
:::::::::::::::::::::::
Scanning at lag=326.46 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 13.17211462153341 Stepsize:1.0 Objective Value:159.53681837807102 Decrease Error:13.17211462153341
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 13.172112488683581 Stepsize:0.8 Objective Value:159.53681624522122 Decrease Error:13.172112488683581
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 13.1721107824564 Stepsize:0.6400000000000001 Objective Value:159.5368145389941 Decrease Error:13.1721107824564
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 13.172109417507983 Stepsize:0.5120000000000001 Objective Value:159.53681317404568 Decrease Error:13.172109417507983
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 13.172108325570605 Stepsize:0.40960000000000013 Objective Value:159.53681208210833 Decrease Error:13.172108325570605
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210745203451 Stepsize:0.32768000000000014 Objective Value:159.53681120857226 Decrease Error:13.17210745203451
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210675321445 Stepsize:0.2621440000000001 Objective Value:159.5368105097522 Decrease Error:13.17210675321445
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210619416403 Stepsize:0.2097152000000001 Objective Value:159.5368099507018 Decrease Error:13.17210619416403
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 13.172105746927201 Stepsize:0.1677721600000001 Objective Value:159.53680950346498 Decrease Error:13.172105746927201
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 13.172105389140171 Stepsize:0.13421772800000006 Objective Value:159.53680914567795 Decrease Error:13.172105389140171
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 13.172105102911928 Stepsize:0.10737418240000006 Objective Value:159.5368088594497 Decrease Error:13.172105102911928
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210487393038 Stepsize:0.08589934592000005 Objective Value:159.53680863046816 Decrease Error:13.17210487393038
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104690745755 Stepsize:0.06871947673600004 Objective Value:159.53680844728356 Decrease Error:13.172104690745755
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104544198191 Stepsize:0.054975581388800036 Objective Value:159.536808300736 Decrease Error:13.172104544198191
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104426960686 Stepsize:0.043980465111040035 Objective Value:159.5368081834985 Decrease Error:13.172104426960686
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104333170608 Stepsize:0.03518437208883203 Objective Value:159.53680808970842 Decrease Error:13.172104333170608
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104258138859 Stepsize:0.028147497671065627 Objective Value:159.53680801467667 Decrease Error:13.172104258138859
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210419811326 Stepsize:0.022517998136852502 Objective Value:159.53680795465107 Decrease Error:13.17210419811326
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104150093105 Stepsize:0.018014398509482003 Objective Value:159.5368079066309 Decrease Error:13.172104150093105
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210411167676 Stepsize:0.014411518807585602 Objective Value:159.53680786821457 Decrease Error:13.17210411167676
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104080943882 Stepsize:0.011529215046068483 Objective Value:159.5368078374817 Decrease Error:13.172104080943882
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104056357568 Stepsize:0.009223372036854787 Objective Value:159.53680781289538 Decrease Error:13.172104056357568
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104036688552 Stepsize:0.00737869762948383 Objective Value:159.53680779322636 Decrease Error:13.172104036688552
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104020953242 Stepsize:0.005902958103587064 Objective Value:159.53680777749105 Decrease Error:13.172104020953242
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 13.172104008365068 Stepsize:0.004722366482869652 Objective Value:159.53680776490287 Decrease Error:13.172104008365068
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 13.172103998294489 Stepsize:0.0037778931862957215 Objective Value:159.5368077548323 Decrease Error:13.172103998294489
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 13.172103990237957 Stepsize:0.0030223145490365774 Objective Value:159.53680774677576 Decrease Error:13.172103990237957
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 13.172103983792852 Stepsize:0.002417851639229262 Objective Value:159.53680774033066 Decrease Error:13.172103983792852
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 13.17210397863684 Stepsize:0.0019342813113834097 Objective Value:159.53680773517465 Decrease Error:13.17210397863684
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 13.172103974511884 Stepsize:0.0015474250491067279 Objective Value:159.5368077310497 Decrease Error:13.172103974511884
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.483459232045517e-09 Stepsize:0.0018569100589280734 Objective Value:159.536807731002 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.50137168355308e-09 Stepsize:0.0014855280471424588 Objective Value:159.5368077310114 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.5157016403976995e-09 Stepsize:0.0011884224377139672 Objective Value:159.53680773101897 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.527165607190701e-09 Stepsize:0.0009507379501711738 Objective Value:159.53680773102525 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.5363367775242837e-09 Stepsize:0.0007605903601369392 Objective Value:159.5368077310301 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.543673717255176e-09 Stepsize:0.0006084722881095514 Objective Value:159.53680773103395 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.5495432669202744e-09 Stepsize:0.00048677783048764115 Objective Value:159.5368077310372 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.5542389012638684e-09 Stepsize:0.00038942226439011294 Objective Value:159.53680773103963 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.5579954135634433e-09 Stepsize:0.00031153781151209035 Objective Value:159.53680773104162 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.5610006255552445e-09 Stepsize:0.0002492302492096723 Objective Value:159.53680773104313 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.563404790340249e-09 Stepsize:0.00019938419936773785 Objective Value:159.53680773104463 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.565328127101372e-09 Stepsize:0.0001595073594941903 Objective Value:159.53680773104554 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.5668667882540713e-09 Stepsize:0.00012760588759535226 Objective Value:159.53680773104637 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.568097731417226e-09 Stepsize:0.00010208471007628181 Objective Value:159.53680773104702 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.569082471891069e-09 Stepsize:8.166776806102545e-05 Objective Value:159.53680773104747 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.5698702721089248e-09 Stepsize:6.533421444882036e-05 Objective Value:159.53680773104796 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.5705005066887263e-09 Stepsize:5.2267371559056295e-05 Objective Value:159.53680773104833 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.571004699648895e-09 Stepsize:4.1813897247245036e-05 Objective Value:159.53680773104858 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.571408052862355e-09 Stepsize:3.345111779779603e-05 Objective Value:159.5368077310489 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.571730732679249e-09 Stepsize:2.6760894238236826e-05 Objective Value:159.53680773104887 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.571988878316277e-09 Stepsize:2.1408715390589462e-05 Objective Value:159.53680773104912 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.57219539863687e-09 Stepsize:1.712697231247157e-05 Objective Value:159.5368077310492 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.5723606015305527e-09 Stepsize:1.3701577849977256e-05 Objective Value:159.53680773104932 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.5724927846676016e-09 Stepsize:1.0961262279981805e-05 Objective Value:159.5368077310495 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.572598513813743e-09 Stepsize:8.769009823985445e-06 Objective Value:159.53680773104935 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.5726831069806326e-09 Stepsize:7.015207859188356e-06 Objective Value:159.5368077310495 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.5727507791668467e-09 Stepsize:5.612166287350686e-06 Objective Value:159.53680773104952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.572804912947638e-09 Stepsize:4.489733029880549e-06 Objective Value:159.53680773104958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.5728482192621187e-09 Stepsize:3.5917864239044394e-06 Objective Value:159.5368077310496 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.572882873209582e-09 Stepsize:2.873429139123552e-06 Objective Value:159.53680773104955 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53680767807728 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5368074002514 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53680680903088 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5368051236035 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5368008472356 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5367895108721 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53675995637442 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53668240055146 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53647938565845 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5359477963226 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53455986322803 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.53096404545644 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.5218500523412 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.50000853338108 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.4544236333497 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.38800682138157 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.34824490261576 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.34116764605196 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.34038231076593 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.34036533467648 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:159.34036526335558 Decrease Error:0.0
Change of 0.20 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(326.4591926, dtype=float64), 'logtau': Array(4.36612956, dtype=float64), 'logamp': Array(0.13474779, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.37193313, dtype=float64), 'logtau': Array(-0.25491974, dtype=float64), 'logamp': Array(0.08989234, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
7790.602092904159
And log height: -159.34...
log-evidence is ~-161.98
Seems to have converged at iteration 12 / 64 with tolerance 5.39e-05
:::::::::::::::::::::::
Scanning at lag=339.26 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.112365351938135e-06 Stepsize:1.0 Objective Value:158.3285449823775 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.1125075210573684e-06 Stepsize:0.8 Objective Value:158.32854640499986 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.112621256154752e-06 Stepsize:0.6400000000000001 Objective Value:158.3285475431181 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.11271224410693e-06 Stepsize:0.5120000000000001 Objective Value:158.32854845362576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.112785034387001e-06 Stepsize:0.40960000000000013 Objective Value:158.32854918204035 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.112843266559084e-06 Stepsize:0.32768000000000014 Objective Value:158.32854976477748 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.112889852264038e-06 Stepsize:0.2621440000000001 Objective Value:158.32855023097042 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.112927120806318e-06 Stepsize:0.2097152000000001 Objective Value:158.32855060392708 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.1129569356268405e-06 Stepsize:0.1677721600000001 Objective Value:158.32855090229378 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.112980787474768e-06 Stepsize:0.13421772800000006 Objective Value:158.3285511409881 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.11299986894681e-06 Stepsize:0.10737418240000006 Objective Value:158.32855133194414 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.113015134121454e-06 Stepsize:0.08589934592000005 Objective Value:158.32855148470938 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.1130273462594295e-06 Stepsize:0.06871947673600004 Objective Value:158.3285516069216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.1130371159670545e-06 Stepsize:0.054975581388800036 Objective Value:158.3285517046918 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.113044931733321e-06 Stepsize:0.043980465111040035 Objective Value:158.32855178290782 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.113051184345254e-06 Stepsize:0.03518437208883203 Objective Value:158.32855184548086 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.1130561864346e-06 Stepsize:0.028147497671065627 Objective Value:158.32855189553925 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.113060188105654e-06 Stepsize:0.022517998136852502 Objective Value:158.32855193558595 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.113063389442794e-06 Stepsize:0.018014398509482003 Objective Value:158.32855196762353 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.113065950511793e-06 Stepsize:0.014411518807585602 Objective Value:158.32855199325334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.113067999366416e-06 Stepsize:0.011529215046068483 Objective Value:158.32855201375733 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.113069638451401e-06 Stepsize:0.009223372036854787 Objective Value:158.32855203016052 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.113070949718307e-06 Stepsize:0.00737869762948383 Objective Value:158.32855204328308 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.1130719987320135e-06 Stepsize:0.005902958103587064 Objective Value:158.3285520537811 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.113072837943351e-06 Stepsize:0.004722366482869652 Objective Value:158.32855206217957 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.113073509312527e-06 Stepsize:0.0037778931862957215 Objective Value:158.32855206889818 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.113074046407789e-06 Stepsize:0.0030223145490365774 Objective Value:158.3285520742733 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.11307447608328e-06 Stepsize:0.002417851639229262 Objective Value:158.3285520785732 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.11307481982453e-06 Stepsize:0.0019342813113834097 Objective Value:158.32855208201323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.1130750948172566e-06 Stepsize:0.0015474250491067279 Objective Value:158.32855208476528 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001674936524066e-09 Stepsize:0.0018569100589280734 Objective Value:158.32855208478563 Decrease Error:2.034994395216927e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001646248774481e-09 Stepsize:0.0014855280471424588 Objective Value:158.32855208478153 Decrease Error:1.6257217794191092e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.100162329936651e-09 Stepsize:0.0011884224377139672 Objective Value:158.32855208477832 Decrease Error:1.304556462855544e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001604939162403e-09 Stepsize:0.0009507379501711738 Objective Value:158.32855208477574 Decrease Error:1.0459189070388675e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001590251751916e-09 Stepsize:0.0007605903601369392 Objective Value:158.3285520847737 Decrease Error:8.412825991399586e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.100157850122277e-09 Stepsize:0.0006084722881095514 Objective Value:158.328552084772 Decrease Error:6.73594513500575e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001569100862238e-09 Stepsize:0.00048677783048764115 Objective Value:158.32855208477068 Decrease Error:5.4001247917767614e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001561579963526e-09 Stepsize:0.00038942226439011294 Objective Value:158.3285520847695 Decrease Error:4.234834705130197e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001555564147599e-09 Stepsize:0.00031153781151209035 Objective Value:158.32855208476866 Decrease Error:3.382183422218077e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001550751261923e-09 Stepsize:0.0002492302492096723 Objective Value:158.32855208476803 Decrease Error:2.7569058147491887e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001546900766083e-09 Stepsize:0.00019938419936773785 Objective Value:158.32855208476744 Decrease Error:2.1600499167107046e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.100154382026872e-09 Stepsize:0.0001595073594941903 Objective Value:158.32855208476695 Decrease Error:1.6768808563938364e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001541356313403e-09 Stepsize:0.00012760588759535226 Objective Value:158.32855208476664 Decrease Error:1.3642420526593924e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.100153938470234e-09 Stepsize:0.00010208471007628181 Objective Value:158.32855208476641 Decrease Error:1.1368683772161603e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001537807114064e-09 Stepsize:8.166776806102545e-05 Objective Value:158.3285520847661 Decrease Error:8.242295734817162e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001536545887829e-09 Stepsize:6.533421444882036e-05 Objective Value:158.32855208476587 Decrease Error:5.968558980384842e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001535536143558e-09 Stepsize:5.2267371559056295e-05 Objective Value:158.32855208476576 Decrease Error:4.831690603168681e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001534729243561e-09 Stepsize:4.1813897247245036e-05 Objective Value:158.32855208476568 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001534083348646e-09 Stepsize:3.345111779779603e-05 Objective Value:158.32855208476565 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.100153356676231e-09 Stepsize:2.6760894238236826e-05 Objective Value:158.32855208476553 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001533153495464e-09 Stepsize:2.1408715390589462e-05 Objective Value:158.32855208476553 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001532822835507e-09 Stepsize:1.712697231247157e-05 Objective Value:158.32855208476553 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001532558093242e-09 Stepsize:1.3701577849977256e-05 Objective Value:158.32855208476545 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.100153234618148e-09 Stepsize:1.0961262279981805e-05 Objective Value:158.32855208476545 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001532176544603e-09 Stepsize:8.769009823985445e-06 Objective Value:158.3285520847653 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001532040666225e-09 Stepsize:7.015207859188356e-06 Objective Value:158.32855208476525 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001531932473119e-09 Stepsize:5.612166287350686e-06 Objective Value:158.32855208476522 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001531846313457e-09 Stepsize:4.489733029880549e-06 Objective Value:158.32855208476528 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001531776159011e-09 Stepsize:3.5917864239044394e-06 Objective Value:158.32855208476522 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.1001531720785291e-09 Stepsize:2.873429139123552e-06 Objective Value:158.32855208476522 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.32852828657678 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.32848817188585 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.328359589063 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.328049195149 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.3272304696352 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.3252251551551 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.32065733570616 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.3122134100043 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.30158687036626 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.29477657628846 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.29354755924368 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.2934999217673 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.29349913317444 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.2934991314352 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(339.2575928, dtype=float64), 'logtau': Array(4.30936174, dtype=float64), 'logamp': Array(0.09410336, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.30607944, dtype=float64), 'logtau': Array(-0.27803261, dtype=float64), 'logamp': Array(0.06275616, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9105.216383335348
And log height: -158.29...
log-evidence is ~-161.01
Seems to have converged at iteration 13 / 64 with tolerance 1.48e-06
:::::::::::::::::::::::
Scanning at lag=352.06 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.56281200471682e-07 Stepsize:1.0 Objective Value:155.39305743903202 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 9.562805533500365e-07 Stepsize:0.8 Objective Value:155.39305724777523 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 9.56280035652713e-07 Stepsize:0.6400000000000001 Objective Value:155.3930570947699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.562796214948237e-07 Stepsize:0.5120000000000001 Objective Value:155.3930569723657 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.562792901685078e-07 Stepsize:0.40960000000000013 Objective Value:155.39305687444235 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.562790251074568e-07 Stepsize:0.32768000000000014 Objective Value:155.39305679610376 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.56278813058631e-07 Stepsize:0.2621440000000001 Objective Value:155.3930567334329 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.562786434195521e-07 Stepsize:0.2097152000000001 Objective Value:155.3930566832962 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.562785077083056e-07 Stepsize:0.1677721600000001 Objective Value:155.3930566431868 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.562783991392829e-07 Stepsize:0.13421772800000006 Objective Value:155.3930566110993 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.562783122841005e-07 Stepsize:0.10737418240000006 Objective Value:155.39305658542926 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.562782427999385e-07 Stepsize:0.08589934592000005 Objective Value:155.3930565648933 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.56278187212616e-07 Stepsize:0.06871947673600004 Objective Value:155.39305654846447 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.562781427427767e-07 Stepsize:0.054975581388800036 Objective Value:155.39305653532142 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.562781071668415e-07 Stepsize:0.043980465111040035 Objective Value:155.39305652480712 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.56278078706162e-07 Stepsize:0.03518437208883203 Objective Value:155.39305651639543 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.562780559375509e-07 Stepsize:0.028147497671065627 Objective Value:155.39305650966637 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.562780377226863e-07 Stepsize:0.022517998136852502 Objective Value:155.39305650428304 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.562780231508113e-07 Stepsize:0.018014398509482003 Objective Value:155.3930564999763 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.562780114933347e-07 Stepsize:0.014411518807585602 Objective Value:155.39305649653082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.562780021672442e-07 Stepsize:0.011529215046068483 Objective Value:155.39305649377468 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779947064886e-07 Stepsize:0.009223372036854787 Objective Value:155.3930564915696 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779887378278e-07 Stepsize:0.00737869762948383 Objective Value:155.39305648980553 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779839629406e-07 Stepsize:0.005902958103587064 Objective Value:155.39305648839434 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779801430175e-07 Stepsize:0.004722366482869652 Objective Value:155.3930564872653 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779770870556e-07 Stepsize:0.0037778931862957215 Objective Value:155.39305648636216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779746422845e-07 Stepsize:0.0030223145490365774 Objective Value:155.39305648563968 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779726864666e-07 Stepsize:0.002417851639229262 Objective Value:155.39305648506163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779711218623e-07 Stepsize:0.0019342813113834097 Objective Value:155.3930564845991 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.562779698701193e-07 Stepsize:0.0015474250491067279 Objective Value:155.39305648422922 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805038814151872e-10 Stepsize:0.0018569100589280734 Objective Value:155.39305648422643 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805071217402977e-10 Stepsize:0.0014855280471424588 Objective Value:155.393056484227 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.480509714205335e-10 Stepsize:0.0011884224377139672 Objective Value:155.3930564842274 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.480511788243857e-10 Stepsize:0.0009507379501711738 Objective Value:155.3930564842278 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805134473495253e-10 Stepsize:0.0007605903601369392 Objective Value:155.39305648422794 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.48051477442569e-10 Stepsize:0.0006084722881095514 Objective Value:155.39305648422828 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.480515836507597e-10 Stepsize:0.00048677783048764115 Objective Value:155.39305648422845 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.480516685848709e-10 Stepsize:0.00038942226439011294 Objective Value:155.39305648422854 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805173655164162e-10 Stepsize:0.00031153781151209035 Objective Value:155.39305648422877 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805179095286205e-10 Stepsize:0.0002492302492096723 Objective Value:155.39305648422885 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805183440501697e-10 Stepsize:0.00019938419936773785 Objective Value:155.39305648422902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.480518691860956e-10 Stepsize:0.0001595073594941903 Objective Value:155.39305648422894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805189705517364e-10 Stepsize:0.00012760588759535226 Objective Value:155.39305648422908 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805191931255252e-10 Stepsize:0.00010208471007628181 Objective Value:155.393056484229 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805193712152611e-10 Stepsize:8.166776806102545e-05 Objective Value:155.39305648422896 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.480519513842904e-10 Stepsize:6.533421444882036e-05 Objective Value:155.39305648422902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805196278704793e-10 Stepsize:5.2267371559056295e-05 Objective Value:155.39305648422902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805197191276915e-10 Stepsize:4.1813897247245036e-05 Objective Value:155.39305648422916 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805197918020596e-10 Stepsize:3.345111779779603e-05 Objective Value:155.39305648422905 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805198507206126e-10 Stepsize:2.6760894238236826e-05 Objective Value:155.39305648422925 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805198972629555e-10 Stepsize:2.1408715390589462e-05 Objective Value:155.39305648422905 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805199344328788e-10 Stepsize:1.712697231247157e-05 Objective Value:155.39305648422922 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805199644729022e-10 Stepsize:1.3701577849977256e-05 Objective Value:155.3930564842292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805199882935863e-10 Stepsize:1.0961262279981805e-05 Objective Value:155.3930564842292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805200073073584e-10 Stepsize:8.769009823985445e-06 Objective Value:155.39305648422908 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805200228430014e-10 Stepsize:7.015207859188356e-06 Objective Value:155.39305648422925 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805200348761632e-10 Stepsize:5.612166287350686e-06 Objective Value:155.39305648422916 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805200446710405e-10 Stepsize:4.489733029880549e-06 Objective Value:155.3930564842292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.4805200523822167e-10 Stepsize:3.5917864239044394e-06 Objective Value:155.3930564842291 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.480520059012367e-10 Stepsize:2.873429139123552e-06 Objective Value:155.3930564842292 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3930525239992 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39304498553028 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39302202321628 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39296507975 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3928126814395 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39241680520934 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.39137859252727 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3886830972268 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.3817905193682 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.36498869693713 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.32908657569737 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.27594303867207 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.23975009133903 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.22852893694412 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.22693318101906 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.22690606669215 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:155.22690593388 Decrease Error:0.0
Change of 0.16 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(352.055993, dtype=float64), 'logtau': Array(4.43105014, dtype=float64), 'logamp': Array(0.08726357, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.24087801, dtype=float64), 'logtau': Array(-0.22856989, dtype=float64), 'logamp': Array(0.05819213, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8877.866947564824
And log height: -155.23...
log-evidence is ~-157.93
Seems to have converged at iteration 14 / 64 with tolerance 3.02e-05
:::::::::::::::::::::::
Scanning at lag=364.85 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.8246051121168685e-05 Stepsize:1.0 Objective Value:151.15898057433301 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.8245551667074316e-05 Stepsize:0.8 Objective Value:151.1589709247318 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.8245152105031576e-05 Stepsize:0.6400000000000001 Objective Value:151.15896320512263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.8244832456183604e-05 Stepsize:0.5120000000000001 Objective Value:151.15895702948163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.82445767376078e-05 Stepsize:0.40960000000000013 Objective Value:151.15895208899812 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.8244372163072374e-05 Stepsize:0.32768000000000014 Objective Value:151.15894813663013 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.8244208503650734e-05 Stepsize:0.2621440000000001 Objective Value:151.15894497474787 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.824407757624316e-05 Stepsize:0.2097152000000001 Objective Value:151.15894244524964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.824397283440159e-05 Stepsize:0.1677721600000001 Objective Value:151.1589404216563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.824388904098422e-05 Stepsize:0.13421772800000006 Objective Value:151.15893880278458 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.824382200628526e-05 Stepsize:0.10737418240000006 Objective Value:151.15893750768933 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.82437683785462e-05 Stepsize:0.08589934592000005 Objective Value:151.1589364716143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.824372547637155e-05 Stepsize:0.06871947673600004 Objective Value:151.15893564275527 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.8243691154638606e-05 Stepsize:0.054975581388800036 Objective Value:151.15893497966852 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.82436636972583e-05 Stepsize:0.043980465111040035 Objective Value:151.15893444919942 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.82436417313594e-05 Stepsize:0.03518437208883203 Objective Value:151.15893402482425 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.8243624158641125e-05 Stepsize:0.028147497671065627 Objective Value:151.15893368532443 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.824361010046857e-05 Stepsize:0.022517998136852502 Objective Value:151.1589334137246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.824359885393222e-05 Stepsize:0.018014398509482003 Objective Value:151.15893319644482 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.824358985670337e-05 Stepsize:0.014411518807585602 Objective Value:151.15893302262097 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.8243582658919985e-05 Stepsize:0.011529215046068483 Objective Value:151.15893288356193 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.824357690069556e-05 Stepsize:0.009223372036854787 Objective Value:151.15893277231459 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.824357229411348e-05 Stepsize:0.00737869762948383 Objective Value:151.15893268331698 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.824356860884993e-05 Stepsize:0.005902958103587064 Objective Value:151.15893261211875 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.824356566063976e-05 Stepsize:0.004722366482869652 Objective Value:151.15893255516013 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.824356330206927e-05 Stepsize:0.0037778931862957215 Objective Value:151.15893250959328 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.8243561415213376e-05 Stepsize:0.0030223145490365774 Objective Value:151.15893247313986 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.824355990572858e-05 Stepsize:0.002417851639229262 Objective Value:151.1589324439772 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.824355869814181e-05 Stepsize:0.0019342813113834097 Objective Value:151.15893242064695 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.8243557732071924e-05 Stepsize:0.0015474250491067279 Objective Value:151.1589324019827 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.807521852967362e-09 Stepsize:0.0018569100589280734 Objective Value:151.15893240183743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.810531470732971e-09 Stepsize:0.0014855280471424588 Objective Value:151.15893240186645 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.812939162292117e-09 Stepsize:0.0011884224377139672 Objective Value:151.15893240188973 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.814865316704951e-09 Stepsize:0.0009507379501711738 Objective Value:151.1589324019083 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.816406241753102e-09 Stepsize:0.0007605903601369392 Objective Value:151.15893240192327 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.817638976560347e-09 Stepsize:0.0006084722881095514 Objective Value:151.15893240193526 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.818625166178813e-09 Stepsize:0.00048677783048764115 Objective Value:151.15893240194464 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.819414119798045e-09 Stepsize:0.00038942226439011294 Objective Value:151.1589324019523 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.820045281641755e-09 Stepsize:0.00031153781151209035 Objective Value:151.15893240195834 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.820550212157556e-09 Stepsize:0.0002492302492096723 Objective Value:151.15893240196317 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.820954152683333e-09 Stepsize:0.00019938419936773785 Objective Value:151.15893240196723 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.82127730759762e-09 Stepsize:0.0001595073594941903 Objective Value:151.15893240197022 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.82153583614775e-09 Stepsize:0.00012760588759535226 Objective Value:151.1589324019727 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.82174265215738e-09 Stepsize:0.00010208471007628181 Objective Value:151.15893240197477 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.82190810848332e-09 Stepsize:8.166776806102545e-05 Objective Value:151.15893240197622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.822040472492397e-09 Stepsize:6.533421444882036e-05 Objective Value:151.15893240197767 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.822146365027805e-09 Stepsize:5.2267371559056295e-05 Objective Value:151.1589324019787 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.822231076318522e-09 Stepsize:4.1813897247245036e-05 Objective Value:151.15893240197943 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.822298849118698e-09 Stepsize:3.345111779779603e-05 Objective Value:151.1589324019803 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.82235306367255e-09 Stepsize:2.6760894238236826e-05 Objective Value:151.15893240198054 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.822396436882305e-09 Stepsize:2.1408715390589462e-05 Objective Value:151.15893240198116 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.822431134983902e-09 Stepsize:1.712697231247157e-05 Objective Value:151.15893240198142 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.822458888445324e-09 Stepsize:1.3701577849977256e-05 Objective Value:151.15893240198162 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.82248109770341e-09 Stepsize:1.0961262279981805e-05 Objective Value:151.1589324019818 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.822498866584395e-09 Stepsize:8.769009823985445e-06 Objective Value:151.15893240198199 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.822513078984099e-09 Stepsize:7.015207859188356e-06 Objective Value:151.1589324019821 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.822524449229122e-09 Stepsize:5.612166287350686e-06 Objective Value:151.15893240198244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.82253354628166e-09 Stepsize:4.489733029880549e-06 Objective Value:151.1589324019824 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.82254081951641e-09 Stepsize:3.5917864239044394e-06 Objective Value:151.1589324019825 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.822546645015997e-09 Stepsize:2.873429139123552e-06 Objective Value:151.15893240198258 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.1589303848241 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.15892341980276 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.1589068548817 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.15886176765227 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.15874528076162 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.15843806915123 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.1576333378314 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.15551690246187 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.14995248882298 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.13533180076854 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.09722813091417 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:151.0010250978598 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.78558950301166 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.47351092279493 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.29822262135005 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.23853638120238 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.22802976640912 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.2278358644146 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:150.22783549355057 Decrease Error:0.0
Change of 0.92 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(364.8543932, dtype=float64), 'logtau': Array(4.69924992, dtype=float64), 'logamp': Array(0.08239662, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.17618235, dtype=float64), 'logtau': Array(-0.12044543, dtype=float64), 'logamp': Array(0.0549449, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10509.007568661285
And log height: -150.23...
log-evidence is ~-153.02
Seems to have converged at iteration 15 / 64 with tolerance 4.45e-05
:::::::::::::::::::::::
Scanning at lag=377.65 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.2025952751017144 Stepsize:1.0 Objective Value:152.43043076865197 Decrease Error:2.2025952751017144
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.2025987007752406 Stepsize:0.8 Objective Value:152.43043419432556 Decrease Error:2.2025987007752406
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.202601441384161 Stepsize:0.6400000000000001 Objective Value:152.43043693493453 Decrease Error:2.202601441384161
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026036339163966 Stepsize:0.5120000000000001 Objective Value:152.4304391274668 Decrease Error:2.2026036339163966
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.202605387970806 Stepsize:0.40960000000000013 Objective Value:152.43044088152124 Decrease Error:2.202605387970806
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.202606791232796 Stepsize:0.32768000000000014 Objective Value:152.43044228478325 Decrease Error:2.202606791232796
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026079138541093 Stepsize:0.2621440000000001 Objective Value:152.4304434074046 Decrease Error:2.2026079138541093
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026088119587826 Stepsize:0.2097152000000001 Objective Value:152.4304443055093 Decrease Error:2.2026088119587826
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026095304470914 Stepsize:0.1677721600000001 Objective Value:152.4304450239976 Decrease Error:2.2026095304470914
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026101052411775 Stepsize:0.13421772800000006 Objective Value:152.43044559879172 Decrease Error:2.2026101052411775
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026105650781744 Stepsize:0.10737418240000006 Objective Value:152.43044605862872 Decrease Error:2.2026105650781744
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026109329490566 Stepsize:0.08589934592000005 Objective Value:152.4304464264996 Decrease Error:2.2026109329490566
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.202611227246564 Stepsize:0.06871947673600004 Objective Value:152.4304467207971 Decrease Error:2.202611227246564
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026114626852404 Stepsize:0.054975581388800036 Objective Value:152.43044695623578 Decrease Error:2.2026114626852404
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.20261165103625 Stepsize:0.043980465111040035 Objective Value:152.43044714458682 Decrease Error:2.20261165103625
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026118017173815 Stepsize:0.03518437208883203 Objective Value:152.43044729526795 Decrease Error:2.2026118017173815
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026119222625766 Stepsize:0.028147497671065627 Objective Value:152.43044741581315 Decrease Error:2.2026119222625766
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612018698659 Stepsize:0.022517998136852502 Objective Value:152.43044751224923 Decrease Error:2.202612018698659
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612095847627 Stepsize:0.018014398509482003 Objective Value:152.4304475893982 Decrease Error:2.202612095847627
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612157566847 Stepsize:0.014411518807585602 Objective Value:152.43044765111742 Decrease Error:2.202612157566847
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612206942206 Stepsize:0.011529215046068483 Objective Value:152.43044770049278 Decrease Error:2.202612206942206
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612246442669 Stepsize:0.009223372036854787 Objective Value:152.43044773999324 Decrease Error:2.202612246442669
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026122780429773 Stepsize:0.00737869762948383 Objective Value:152.43044777159355 Decrease Error:2.2026122780429773
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026123033231215 Stepsize:0.005902958103587064 Objective Value:152.4304477968737 Decrease Error:2.2026123033231215
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026123235471857 Stepsize:0.004722366482869652 Objective Value:152.43044781709776 Decrease Error:2.2026123235471857
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612339726585 Stepsize:0.0037778931862957215 Objective Value:152.43044783327716 Decrease Error:2.202612339726585
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.202612352670087 Stepsize:0.0030223145490365774 Objective Value:152.43044784622066 Decrease Error:2.202612352670087
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.2026123630248833 Stepsize:0.002417851639229262 Objective Value:152.43044785657546 Decrease Error:2.2026123630248833
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.20261237130876 Stepsize:0.0019342813113834097 Objective Value:152.43044786485933 Decrease Error:2.20261237130876
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.20261237793585 Stepsize:0.0015474250491067279 Objective Value:152.43044787148642 Decrease Error:2.20261237793585
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.562592134573458e-09 Stepsize:0.0018569100589280734 Objective Value:152.43044787153391 Decrease Error:4.7492676458205096e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.5621548661293046e-09 Stepsize:0.0014855280471424588 Objective Value:152.43044787152442 Decrease Error:3.799982550845016e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.5618050486913754e-09 Stepsize:0.0011884224377139672 Objective Value:152.43044787151675 Decrease Error:3.0325963962241076e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.561525196296862e-09 Stepsize:0.0009507379501711738 Objective Value:152.4304478715107 Decrease Error:2.4272139853565022e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.56130131410478e-09 Stepsize:0.0007605903601369392 Objective Value:152.43044787150583 Decrease Error:1.9412027540965937e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.5611222083849957e-09 Stepsize:0.0006084722881095514 Objective Value:152.4304478715021 Decrease Error:1.5688783605583012e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.5609789238613454e-09 Stepsize:0.00048677783048764115 Objective Value:152.43044787149884 Decrease Error:1.2420287021086551e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.560864296400312e-09 Stepsize:0.00038942226439011294 Objective Value:152.43044787149637 Decrease Error:9.947598300641403e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.560772594089284e-09 Stepsize:0.00031153781151209035 Objective Value:152.43044787149444 Decrease Error:8.01492205937393e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.5606992315391186e-09 Stepsize:0.0002492302492096723 Objective Value:152.43044787149273 Decrease Error:6.30961949354969e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.5606405422999404e-09 Stepsize:0.00019938419936773785 Objective Value:152.4304478714915 Decrease Error:5.087485988042317e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.5605935909180847e-09 Stepsize:0.0001595073594941903 Objective Value:152.4304478714905 Decrease Error:4.064304448547773e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.5605560298247973e-09 Stepsize:0.00012760588759535226 Objective Value:152.43044787148958 Decrease Error:3.154809746774845e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.5605259813885917e-09 Stepsize:0.00010208471007628181 Objective Value:152.4304478714891 Decrease Error:2.6716406864579767e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.560501941573721e-09 Stepsize:8.166776806102545e-05 Objective Value:152.43044787148838 Decrease Error:1.9610979506978765e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.560482711144162e-09 Stepsize:6.533421444882036e-05 Objective Value:152.43044787148796 Decrease Error:1.5347723092418164e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.560467325583498e-09 Stepsize:5.2267371559056295e-05 Objective Value:152.4304478714876 Decrease Error:1.1652900866465643e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.5604550178661257e-09 Stepsize:4.1813897247245036e-05 Objective Value:152.4304478714876 Decrease Error:1.1652900866465643e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.560445170877721e-09 Stepsize:3.345111779779603e-05 Objective Value:152.43044787148716 Decrease Error:7.389644451905042e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.560437294284463e-09 Stepsize:2.6760894238236826e-05 Objective Value:152.430447871487 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.560430992135719e-09 Stepsize:2.1408715390589462e-05 Objective Value:152.43044787148682 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.560425950477032e-09 Stepsize:1.712697231247157e-05 Objective Value:152.4304478714869 Decrease Error:4.831690603168681e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.560421917726065e-09 Stepsize:1.3701577849977256e-05 Objective Value:152.4304478714868 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.5604186900561977e-09 Stepsize:1.0961262279981805e-05 Objective Value:152.4304478714866 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.560416109773612e-09 Stepsize:8.769009823985445e-06 Objective Value:152.43044787148656 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.5604140439585093e-09 Stepsize:7.015207859188356e-06 Objective Value:152.43044787148645 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.560412392420445e-09 Stepsize:5.612166287350686e-06 Objective Value:152.43044787148648 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.5604110707949374e-09 Stepsize:4.489733029880549e-06 Objective Value:152.43044787148654 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.560410014050185e-09 Stepsize:3.5917864239044394e-06 Objective Value:152.43044787148648 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.560409169416035e-09 Stepsize:2.873429139123552e-06 Objective Value:152.43044787148642 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.4304468445157 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.43044458571526 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.43043824552475 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.43042206578238 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.4303792657922 Decrease Error:0.0
7
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.43026762048726 Decrease Error:0.0
8
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.42997513361382 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.4292129342146 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.42724445119595 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.42229899809863 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.4107665344239 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.38879279646272 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.36321216015023 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.34977525036655 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.34642275511408 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.34619269676872 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.34619045275363 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3461904319561 Decrease Error:0.0
Change of 0.08 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(377.6527934, dtype=float64), 'logtau': Array(4.78884883, dtype=float64), 'logamp': Array(0.0826373, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.1118525, dtype=float64), 'logtau': Array(-0.08451073, dtype=float64), 'logamp': Array(0.05510547, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8587.922215383036
And log height: -152.35...
log-evidence is ~-155.04
Seems to have converged at iteration 16 / 64 with tolerance 1.44e-05
:::::::::::::::::::::::
Scanning at lag=390.45 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.509083669442929e-06 Stepsize:1.0 Objective Value:126.55529824160945 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.5090488368454386e-06 Stepsize:0.8 Objective Value:126.55529773976421 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.5090209708257187e-06 Stepsize:0.6400000000000001 Objective Value:126.55529733829319 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089986780483026e-06 Stepsize:0.5120000000000001 Objective Value:126.55529701711959 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.508980843849785e-06 Stepsize:0.40960000000000013 Objective Value:126.55529676018273 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089665765059446e-06 Stepsize:0.32768000000000014 Objective Value:126.5552965546346 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089551626411775e-06 Stepsize:0.2621440000000001 Objective Value:126.55529639019696 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.508946031555648e-06 Stepsize:0.2097152000000001 Objective Value:126.55529625864727 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.50893872669131e-06 Stepsize:0.1677721600000001 Objective Value:126.55529615340792 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089328828020202e-06 Stepsize:0.13421772800000006 Objective Value:126.55529606921664 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089282076928367e-06 Stepsize:0.10737418240000006 Objective Value:126.55529600186384 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.508924467606332e-06 Stepsize:0.08589934592000005 Objective Value:126.55529594798156 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089214755376015e-06 Stepsize:0.06871947673600004 Objective Value:126.55529590487593 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.508919081883018e-06 Stepsize:0.054975581388800036 Objective Value:126.55529587039135 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.508917166959927e-06 Stepsize:0.043980465111040035 Objective Value:126.55529584280376 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089156350213324e-06 Stepsize:0.03518437208883203 Objective Value:126.55529582073376 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.508914409470984e-06 Stepsize:0.028147497671065627 Objective Value:126.55529580307763 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089134290303714e-06 Stepsize:0.022517998136852502 Objective Value:126.55529578895292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.508912644677798e-06 Stepsize:0.018014398509482003 Objective Value:126.55529577765306 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.508912017196529e-06 Stepsize:0.014411518807585602 Objective Value:126.55529576861305 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.508911515210981e-06 Stepsize:0.011529215046068483 Objective Value:126.5552957613812 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.508911113622232e-06 Stepsize:0.009223372036854787 Objective Value:126.55529575559572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089107923519015e-06 Stepsize:0.00737869762948383 Objective Value:126.55529575096719 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089105353356474e-06 Stepsize:0.005902958103587064 Objective Value:126.55529574726452 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.508910329722089e-06 Stepsize:0.004722366482869652 Objective Value:126.55529574430234 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089101652312317e-06 Stepsize:0.0037778931862957215 Objective Value:126.55529574193261 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089100336394253e-06 Stepsize:0.0030223145490365774 Objective Value:126.5552957400368 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089099283654984e-06 Stepsize:0.002417851639229262 Objective Value:126.55529573852004 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.508909844146039e-06 Stepsize:0.0019342813113834097 Objective Value:126.55529573730682 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.5089097767708124e-06 Stepsize:0.0015474250491067279 Objective Value:126.55529573633613 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.154136406838126e-10 Stepsize:0.0018569100589280734 Objective Value:126.55529573632198 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.460757834284553e-10 Stepsize:0.0014855280471424588 Objective Value:126.55529573632494 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.706054975716085e-10 Stepsize:0.0011884224377139672 Objective Value:126.55529573632712 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.90229280367832e-10 Stepsize:0.0009507379501711738 Objective Value:126.5552957363289 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.05928295209846e-10 Stepsize:0.0007605903601369392 Objective Value:126.55529573633042 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.184875069099849e-10 Stepsize:0.0006084722881095514 Objective Value:126.55529573633149 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.285348757171528e-10 Stepsize:0.00048677783048764115 Objective Value:126.55529573633244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.365727760321098e-10 Stepsize:0.00038942226439011294 Objective Value:126.5552957363332 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.430030932483092e-10 Stepsize:0.00031153781151209035 Objective Value:126.55529573633387 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.481473398221664e-10 Stepsize:0.0002492302492096723 Objective Value:126.55529573633433 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.522627394664969e-10 Stepsize:0.00019938419936773785 Objective Value:126.55529573633476 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.555550631284572e-10 Stepsize:0.0001595073594941903 Objective Value:126.55529573633495 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.5818892733809e-10 Stepsize:0.00012760588759535226 Objective Value:126.55529573633534 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.602960134907838e-10 Stepsize:0.00010208471007628181 Objective Value:126.5552957363355 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.619816810468441e-10 Stepsize:8.166776806102545e-05 Objective Value:126.55529573633564 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.633302140400163e-10 Stepsize:6.533421444882036e-05 Objective Value:126.55529573633572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.644090423644339e-10 Stepsize:5.2267371559056295e-05 Objective Value:126.55529573633565 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.652721012292603e-10 Stepsize:4.1813897247245036e-05 Objective Value:126.55529573633586 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.659625536987643e-10 Stepsize:3.345111779779603e-05 Objective Value:126.55529573633602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.665149064044388e-10 Stepsize:2.6760894238236826e-05 Objective Value:126.55529573633605 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.669567993459481e-10 Stepsize:2.1408715390589462e-05 Objective Value:126.55529573633598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.673103132221066e-10 Stepsize:1.712697231247157e-05 Objective Value:126.55529573633618 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.675931269793286e-10 Stepsize:1.3701577849977256e-05 Objective Value:126.55529573633615 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.678193730303024e-10 Stepsize:1.0961262279981805e-05 Objective Value:126.55529573633613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.680003684941446e-10 Stepsize:8.769009823985445e-06 Objective Value:126.55529573633625 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.681451628811284e-10 Stepsize:7.015207859188356e-06 Objective Value:126.55529573633618 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.68260998173875e-10 Stepsize:5.612166287350686e-06 Objective Value:126.55529573633616 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.683536723603422e-10 Stepsize:4.489733029880549e-06 Objective Value:126.55529573633622 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.68427803708104e-10 Stepsize:3.5917864239044394e-06 Objective Value:126.55529573633613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.684871214389527e-10 Stepsize:2.873429139123552e-06 Objective Value:126.55529573633615 Decrease Error:1.4210854715202004e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.4036689979626815e-10 Stepsize:1.0 Objective Value:126.5552957281348 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.8347746861614383e-10 Stepsize:0.8 Objective Value:126.55529572971787 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.9796541661450846e-10 Stepsize:0.6400000000000001 Objective Value:126.55529573100492 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.895554504437273e-10 Stepsize:0.5120000000000001 Objective Value:126.55529573204768 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.628272700517929e-10 Stepsize:0.40960000000000013 Objective Value:126.55529573289046 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.214445923244576e-10 Stepsize:0.32768000000000014 Objective Value:126.55529573356996 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.683383657957261e-10 Stepsize:0.2621440000000001 Objective Value:126.55529573411704 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.058533296687429e-10 Stepsize:0.2097152000000001 Objective Value:126.55529573455699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.358652660659105e-10 Stepsize:0.1677721600000001 Objective Value:126.55529573491026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.598747932068666e-10 Stepsize:0.13421772800000006 Objective Value:126.55529573519385 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.790824000931667e-10 Stepsize:0.10737418240000006 Objective Value:126.55529573542132 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.944484771427194e-10 Stepsize:0.08589934592000005 Objective Value:126.55529573560368 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.067413319735719e-10 Stepsize:0.06871947673600004 Objective Value:126.55529573574972 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.165756126344364e-10 Stepsize:0.054975581388800036 Objective Value:126.55529573586668 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.244430347751728e-10 Stepsize:0.043980465111040035 Objective Value:126.55529573596047 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.307369704508171e-10 Stepsize:0.03518437208883203 Objective Value:126.55529573603546 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.357721185915329e-10 Stepsize:0.028147497671065627 Objective Value:126.55529573609552 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.39800236301796e-10 Stepsize:0.022517998136852502 Objective Value:126.55529573614366 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.430227300187073e-10 Stepsize:0.018014398509482003 Objective Value:126.55529573618217 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.456007243755964e-10 Stepsize:0.014411518807585602 Objective Value:126.5552957362128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.476631197892792e-10 Stepsize:0.011529215046068483 Objective Value:126.55529573623762 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.493130370390869e-10 Stepsize:0.009223372036854787 Objective Value:126.55529573625728 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.506329699105849e-10 Stepsize:0.00737869762948383 Objective Value:126.55529573627301 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.516889166360431e-10 Stepsize:0.005902958103587064 Objective Value:126.55529573628576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.525336737955035e-10 Stepsize:0.004722366482869652 Objective Value:126.55529573629582 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.532094789918128e-10 Stepsize:0.0037778931862957215 Objective Value:126.55529573630388 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.537501235269757e-10 Stepsize:0.0030223145490365774 Objective Value:126.55529573631033 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.541826388989633e-10 Stepsize:0.002417851639229262 Objective Value:126.55529573631544 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.54528652149296e-10 Stepsize:0.0019342813113834097 Objective Value:126.55529573631965 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.548054619608051e-10 Stepsize:0.0015474250491067279 Objective Value:126.55529573632293 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.9427944438074206e-08 Stepsize:0.0018569100589280734 Objective Value:126.5552957359587 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.946595737114072e-08 Stepsize:0.0014855280471424588 Objective Value:126.55529573603165 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.9496367707716025e-08 Stepsize:0.0011884224377139672 Objective Value:126.55529573608976 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.9520695994822235e-08 Stepsize:0.0009507379501711738 Objective Value:126.55529573613651 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.9540158603538734e-08 Stepsize:0.0007605903601369392 Objective Value:126.55529573617372 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.9555728685329447e-08 Stepsize:0.0006084722881095514 Objective Value:126.5552957362036 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.9568184766417896e-08 Stepsize:0.00048677783048764115 Objective Value:126.55529573622749 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.9578149620121373e-08 Stepsize:0.00038942226439011294 Objective Value:126.55529573624656 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.9586121517894357e-08 Stepsize:0.00031153781151209035 Objective Value:126.55529573626187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.9592499027525862e-08 Stepsize:0.0002492302492096723 Objective Value:126.55529573627402 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.9597601030980994e-08 Stepsize:0.00019938419936773785 Objective Value:126.55529573628384 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.960168263626045e-08 Stepsize:0.0001595073594941903 Objective Value:126.55529573629173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.9604947914282376e-08 Stepsize:0.00012760588759535226 Objective Value:126.55529573629788 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.9607560151640224e-08 Stepsize:0.00010208471007628181 Objective Value:126.55529573630295 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.9609649923897374e-08 Stepsize:8.166776806102545e-05 Objective Value:126.55529573630702 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.9611321751070602e-08 Stepsize:6.533421444882036e-05 Objective Value:126.55529573631017 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.9612659215281165e-08 Stepsize:5.2267371559056295e-05 Objective Value:126.55529573631271 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.961372917450655e-08 Stepsize:4.1813897247245036e-05 Objective Value:126.55529573631478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.9614585161229026e-08 Stepsize:3.345111779779603e-05 Objective Value:126.55529573631634 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.9615269942128546e-08 Stepsize:2.6760894238236826e-05 Objective Value:126.55529573631775 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.9615817757177078e-08 Stepsize:2.1408715390589462e-05 Objective Value:126.55529573631878 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.961625602270338e-08 Stepsize:1.712697231247157e-05 Objective Value:126.55529573631964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.9616606626797747e-08 Stepsize:1.3701577849977256e-05 Objective Value:126.55529573632025 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.9616887111634492e-08 Stepsize:1.0961262279981805e-05 Objective Value:126.55529573632082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.9617111500176094e-08 Stepsize:8.769009823985445e-06 Objective Value:126.55529573632127 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.9617291016950803e-08 Stepsize:7.015207859188356e-06 Objective Value:126.55529573632155 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.961743461085493e-08 Stepsize:5.612166287350686e-06 Objective Value:126.55529573632178 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.9617549499964442e-08 Stepsize:4.489733029880549e-06 Objective Value:126.55529573632208 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.9617641406806822e-08 Stepsize:3.5917864239044394e-06 Objective Value:126.55529573632221 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.9617714955070655e-08 Stepsize:2.873429139123552e-06 Objective Value:126.55529573632246 Decrease Error:0.0
4
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55529536850962 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55529505974845 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55529355982112 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55529031019853 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55528111545186 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55525771252887 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55519570485555 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.5550338539847 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55460876447026 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55349493354082 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.55057943067257 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.54300703894548 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.52379254523933 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.4783348595493 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.39149018319186 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.29961492564034 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.2607535529467 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.25116336805934 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.25052679660843 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.25052287345346 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.25052285357073 Decrease Error:0.0
Change of 0.30 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(390.4511936, dtype=float64), 'logtau': Array(4.9177302, dtype=float64), 'logamp': Array(0.07492253, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-0.0477531, dtype=float64), 'logtau': Array(-0.03291089, dtype=float64), 'logamp': Array(0.04995874, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11127.339081938724
And log height: -126.25...
log-evidence is ~-129.07
Seems to have converged at iteration 17 / 64 with tolerance 1.43e-05
:::::::::::::::::::::::
Scanning at lag=403.25 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.2583170533254156e-06 Stepsize:1.0 Objective Value:120.1418436755663 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.2584211443924413e-06 Stepsize:0.8 Objective Value:120.14184412733789 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.258504417012159e-06 Stepsize:0.6400000000000001 Objective Value:120.14184448877015 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.2585710349599183e-06 Stepsize:0.5120000000000001 Objective Value:120.14184477792563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.2586243292221195e-06 Stepsize:0.40960000000000013 Objective Value:120.141845009256 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.2586669645707123e-06 Stepsize:0.32768000000000014 Objective Value:120.14184519432435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.258701072810651e-06 Stepsize:0.2621440000000001 Objective Value:120.14184534238154 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.2587283593775863e-06 Stepsize:0.2097152000000001 Objective Value:120.14184546082889 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.258750188615259e-06 Stepsize:0.1677721600000001 Objective Value:120.14184555558778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.258767651994686e-06 Stepsize:0.13421772800000006 Objective Value:120.14184563139554 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.2587816226920377e-06 Stepsize:0.10737418240000006 Objective Value:120.14184569204218 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2587927992457362e-06 Stepsize:0.08589934592000005 Objective Value:120.1418457405598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.258801740485765e-06 Stepsize:0.06871947673600004 Objective Value:120.14184577937402 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588088934761124e-06 Stepsize:0.054975581388800036 Objective Value:120.14184581042551 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588146158675088e-06 Stepsize:0.043980465111040035 Objective Value:120.14184583526676 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.258819193779871e-06 Stepsize:0.03518437208883203 Objective Value:120.14184585513985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588228561086788e-06 Stepsize:0.028147497671065627 Objective Value:120.14184587103826 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.258825785972366e-06 Stepsize:0.022517998136852502 Objective Value:120.14184588375717 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588281298626532e-06 Stepsize:0.018014398509482003 Objective Value:120.14184589393216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588300049752537e-06 Stepsize:0.014411518807585602 Objective Value:120.14184590207222 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588315050650535e-06 Stepsize:0.011529215046068483 Objective Value:120.14184590858432 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588327051368126e-06 Stepsize:0.009223372036854787 Objective Value:120.14184591379399 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.258833665194024e-06 Stepsize:0.00737869762948383 Objective Value:120.14184591796158 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588344332394674e-06 Stepsize:0.005902958103587064 Objective Value:120.14184592129573 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.258835047676029e-06 Stepsize:0.004722366482869652 Objective Value:120.14184592396316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.258835539225291e-06 Stepsize:0.0037778931862957215 Objective Value:120.14184592609696 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588359324651886e-06 Stepsize:0.0030223145490365774 Objective Value:120.14184592780414 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588362470565472e-06 Stepsize:0.002417851639229262 Objective Value:120.14184592916985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588364987299234e-06 Stepsize:0.0019342813113834097 Objective Value:120.14184593026242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.2588367000681608e-06 Stepsize:0.0015474250491067279 Objective Value:120.14184593113632 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.846932801476103e-10 Stepsize:0.0018569100589280734 Objective Value:120.1418459311416 Decrease Error:5.286437954055145e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.841496096711554e-10 Stepsize:0.0014855280471424588 Objective Value:120.14184593114055 Decrease Error:4.234834705130197e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.8371467261672503e-10 Stepsize:0.0011884224377139672 Objective Value:120.14184593113978 Decrease Error:3.467448550509289e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.8336672352849554e-10 Stepsize:0.0009507379501711738 Objective Value:120.14184593113913 Decrease Error:2.8137492336099967e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.830883639990587e-10 Stepsize:0.0007605903601369392 Objective Value:120.14184593113846 Decrease Error:2.1458390619955026e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.8286567725676227e-10 Stepsize:0.0006084722881095514 Objective Value:120.14184593113812 Decrease Error:1.8047785488306545e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.826875267512791e-10 Stepsize:0.00048677783048764115 Objective Value:120.14184593113777 Decrease Error:1.4495071809506044e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.8254500688662196e-10 Stepsize:0.00038942226439011294 Objective Value:120.14184593113742 Decrease Error:1.1084466677857563e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.8243099082582847e-10 Stepsize:0.00031153781151209035 Objective Value:120.1418459311372 Decrease Error:8.810729923425242e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.82339778226899e-10 Stepsize:0.0002492302492096723 Objective Value:120.1418459311371 Decrease Error:7.815970093361102e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.8226680705847104e-10 Stepsize:0.00019938419936773785 Objective Value:120.14184593113694 Decrease Error:6.252776074688882e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.822084318770869e-10 Stepsize:0.0001595073594941903 Objective Value:120.1418459311369 Decrease Error:5.826450433232822e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.8216173098150836e-10 Stepsize:0.00012760588759535226 Objective Value:120.1418459311368 Decrease Error:4.831690603168681e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.8212436974903307e-10 Stepsize:0.00010208471007628181 Objective Value:120.1418459311367 Decrease Error:3.836930773104541e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.820944809649855e-10 Stepsize:8.166776806102545e-05 Objective Value:120.14184593113654 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.820705710392291e-10 Stepsize:6.533421444882036e-05 Objective Value:120.14184593113659 Decrease Error:2.7000623958883807e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.820514420181487e-10 Stepsize:5.2267371559056295e-05 Objective Value:120.14184593113654 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.8203613840622827e-10 Stepsize:4.1813897247245036e-05 Objective Value:120.14184593113653 Decrease Error:2.1316282072803006e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.8202389655413786e-10 Stepsize:3.345111779779603e-05 Objective Value:120.14184593113646 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.820141031795305e-10 Stepsize:2.6760894238236826e-05 Objective Value:120.14184593113644 Decrease Error:1.2789769243681803e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.82006267652124e-10 Stepsize:2.1408715390589462e-05 Objective Value:120.14184593113642 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.8199999938808576e-10 Stepsize:1.712697231247157e-05 Objective Value:120.14184593113642 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.819949848090424e-10 Stepsize:1.3701577849977256e-05 Objective Value:120.14184593113643 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.8199097303061125e-10 Stepsize:1.0961262279981805e-05 Objective Value:120.14184593113642 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.819877645324875e-10 Stepsize:8.769009823985445e-06 Objective Value:120.1418459311364 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.819851965081624e-10 Stepsize:7.015207859188356e-06 Objective Value:120.14184593113634 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.819831430156952e-10 Stepsize:5.612166287350686e-06 Objective Value:120.14184593113632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.8198149991916125e-10 Stepsize:4.489733029880549e-06 Objective Value:120.14184593113639 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.8198018466164734e-10 Stepsize:3.5917864239044394e-06 Objective Value:120.14184593113639 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.819791339748745e-10 Stepsize:2.873429139123552e-06 Objective Value:120.14184593113639 Decrease Error:7.105427357601002e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184591386693 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184584069686 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184567665836 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184521957476 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184405078421 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14184096464386 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14183292047124 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14181187944577 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14175710622833 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14161548542734 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.1412562278841 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.14038663150961 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.1385063342342 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.13532855431286 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.1319909038862 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.13048245269518 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.13027535308488 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.13026464491737 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.13026452868247 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(403.2495938, dtype=float64), 'logtau': Array(4.88247285, dtype=float64), 'logamp': Array(0.07177273, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.01624833, dtype=float64), 'logtau': Array(-0.04701952, dtype=float64), 'logamp': Array(0.04785762, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10457.472855047825
And log height: -120.13...
log-evidence is ~-122.92
Seems to have converged at iteration 18 / 64 with tolerance 1.67e-05
:::::::::::::::::::::::
Scanning at lag=416.05 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.392685588424058 Stepsize:1.0 Objective Value:122.5229501171065 Decrease Error:2.392685588424058
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926857059237534 Stepsize:0.8 Objective Value:122.5229502346062 Decrease Error:2.3926857059237534
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926857999333606 Stepsize:0.6400000000000001 Objective Value:122.5229503286158 Decrease Error:2.3926857999333606
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926858751471514 Stepsize:0.5120000000000001 Objective Value:122.52295040382961 Decrease Error:2.3926858751471514
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926859353222483 Stepsize:0.40960000000000013 Objective Value:122.52295046400471 Decrease Error:2.3926859353222483
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.392685983464858 Stepsize:0.32768000000000014 Objective Value:122.52295051214732 Decrease Error:2.392685983464858
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926860219806088 Stepsize:0.2621440000000001 Objective Value:122.52295055066307 Decrease Error:2.3926860219806088
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926860527942324 Stepsize:0.2097152000000001 Objective Value:122.52295058147669 Decrease Error:2.3926860527942324
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926860774457595 Stepsize:0.1677721600000001 Objective Value:122.52295060612823 Decrease Error:2.3926860774457595
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926860971673847 Stepsize:0.13421772800000006 Objective Value:122.52295062584986 Decrease Error:2.3926860971673847
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686112945114 Stepsize:0.10737418240000006 Objective Value:122.52295064162759 Decrease Error:2.392686112945114
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686125567238 Stepsize:0.08589934592000005 Objective Value:122.52295065424971 Decrease Error:2.392686125567238
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686135665201 Stepsize:0.06871947673600004 Objective Value:122.52295066434768 Decrease Error:2.392686135665201
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686143743589 Stepsize:0.054975581388800036 Objective Value:122.52295067242606 Decrease Error:2.392686143743589
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861502064156 Stepsize:0.043980465111040035 Objective Value:122.52295067888889 Decrease Error:2.3926861502064156
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861553765804 Stepsize:0.03518437208883203 Objective Value:122.52295068405905 Decrease Error:2.3926861553765804
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686159512877 Stepsize:0.028147497671065627 Objective Value:122.52295068819535 Decrease Error:2.392686159512877
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861628218745 Stepsize:0.022517998136852502 Objective Value:122.52295069150435 Decrease Error:2.3926861628218745
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861654690867 Stepsize:0.018014398509482003 Objective Value:122.52295069415156 Decrease Error:2.3926861654690867
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861675868025 Stepsize:0.014411518807585602 Objective Value:122.52295069626928 Decrease Error:2.3926861675868025
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686169280921 Stepsize:0.011529215046068483 Objective Value:122.5229506979634 Decrease Error:2.392686169280921
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686170636324 Stepsize:0.009223372036854787 Objective Value:122.5229506993188 Decrease Error:2.392686170636324
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686171720655 Stepsize:0.00737869762948383 Objective Value:122.52295070040313 Decrease Error:2.392686171720655
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686172588128 Stepsize:0.005902958103587064 Objective Value:122.5229507012706 Decrease Error:2.392686172588128
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.39268617328203 Stepsize:0.004722366482869652 Objective Value:122.5229507019645 Decrease Error:2.39268617328203
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861738372054 Stepsize:0.0037778931862957215 Objective Value:122.52295070251968 Decrease Error:2.3926861738372054
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686174281451 Stepsize:0.0030223145490365774 Objective Value:122.52295070296393 Decrease Error:2.392686174281451
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686174636637 Stepsize:0.002417851639229262 Objective Value:122.52295070331911 Decrease Error:2.392686174636637
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.3926861749209536 Stepsize:0.0019342813113834097 Objective Value:122.52295070360343 Decrease Error:2.3926861749209536
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.392686175148313 Stepsize:0.0015474250491067279 Objective Value:122.52295070383079 Decrease Error:2.392686175148313
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.555168767927371e-10 Stepsize:0.0018569100589280734 Objective Value:122.52295070382702 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.6619492964148758e-10 Stepsize:0.0014855280471424588 Objective Value:122.52295070382773 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.7473737675276858e-10 Stepsize:0.0011884224377139672 Objective Value:122.5229507038283 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.8157133164319651e-10 Stepsize:0.0009507379501711738 Objective Value:122.52295070382884 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.8703849536580349e-10 Stepsize:0.0007605903601369392 Objective Value:122.52295070382911 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.914122282141378e-10 Stepsize:0.0006084722881095514 Objective Value:122.5229507038295 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.9491121280416039e-10 Stepsize:0.00048677783048764115 Objective Value:122.52295070382985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.9771039771281816e-10 Stepsize:0.00038942226439011294 Objective Value:122.52295070382998 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.9994975094013775e-10 Stepsize:0.00031153781151209035 Objective Value:122.52295070383005 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.0174123369411052e-10 Stepsize:0.0002492302492096723 Objective Value:122.52295070383033 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.031744193362141e-10 Stepsize:0.00019938419936773785 Objective Value:122.52295070383039 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.0432096358762719e-10 Stepsize:0.0001595073594941903 Objective Value:122.52295070383045 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.0523820715686577e-10 Stepsize:0.00012760588759535226 Objective Value:122.52295070383043 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.059719966102193e-10 Stepsize:0.00010208471007628181 Objective Value:122.52295070383062 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.0655902979242914e-10 Stepsize:8.166776806102545e-05 Objective Value:122.52295070383069 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.070286528240267e-10 Stepsize:6.533421444882036e-05 Objective Value:122.52295070383057 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.0740435232944118e-10 Stepsize:5.2267371559056295e-05 Objective Value:122.52295070383065 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.0770491581792704e-10 Stepsize:4.1813897247245036e-05 Objective Value:122.52295070383066 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.0794536720096116e-10 Stepsize:3.345111779779603e-05 Objective Value:122.5229507038306 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.0813772519843873e-10 Stepsize:2.6760894238236826e-05 Objective Value:122.52295070383065 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.082916131549614e-10 Stepsize:2.1408715390589462e-05 Objective Value:122.52295070383067 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.0841471781321037e-10 Stepsize:1.712697231247157e-05 Objective Value:122.5229507038307 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.0851320731454136e-10 Stepsize:1.3701577849977256e-05 Objective Value:122.52295070383077 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.0859199993204568e-10 Stepsize:1.0961262279981805e-05 Objective Value:122.52295070383074 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.0865502771463725e-10 Stepsize:8.769009823985445e-06 Objective Value:122.5229507038308 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.0870545023751084e-10 Stepsize:7.015207859188356e-06 Objective Value:122.52295070383084 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.0874579534513668e-10 Stepsize:5.612166287350686e-06 Objective Value:122.52295070383073 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.0877806725976948e-10 Stepsize:4.489733029880549e-06 Objective Value:122.52295070383079 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.0880388428867697e-10 Stepsize:3.5917864239044394e-06 Objective Value:122.52295070383079 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.0882453802157843e-10 Stepsize:2.873429139123552e-06 Objective Value:122.52295070383076 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.570086614170577e-10 Stepsize:1.0 Objective Value:122.52295070438781 Decrease Error:5.570086614170577e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.335021230872371e-10 Stepsize:0.8 Objective Value:122.5229507042643 Decrease Error:4.335021230872371e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.391278369235806e-10 Stepsize:0.6400000000000001 Objective Value:122.52295070416992 Decrease Error:3.391278369235806e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.6625457394402474e-10 Stepsize:0.5120000000000001 Objective Value:122.52295070409704 Decrease Error:2.6625457394402474e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.0979484816052718e-10 Stepsize:0.40960000000000013 Objective Value:122.52295070404057 Decrease Error:2.0979484816052718e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.6582646367169218e-10 Stepsize:0.32768000000000014 Objective Value:122.5229507039966 Decrease Error:1.6582646367169218e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.3139356269675773e-10 Stepsize:0.2621440000000001 Objective Value:122.52295070396217 Decrease Error:1.3139356269675773e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.0430767360958271e-10 Stepsize:0.2097152000000001 Objective Value:122.52295070393508 Decrease Error:1.0430767360958271e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.277822871605167e-11 Stepsize:0.1677721600000001 Objective Value:122.52295070391355 Decrease Error:8.277822871605167e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.847359818239968e-11 Stepsize:0.13421772800000006 Objective Value:122.52295070389671 Decrease Error:6.59525767332525e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.440356086832819e-11 Stepsize:0.10737418240000006 Objective Value:122.52295070388334 Decrease Error:5.2580162446247414e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.114752900596067e-11 Stepsize:0.08589934592000005 Objective Value:122.52295070387261 Decrease Error:4.18509671362699e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.854270374883131e-11 Stepsize:0.06871947673600004 Objective Value:122.52295070386418 Decrease Error:3.342393029015511e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.645884270422639e-11 Stepsize:0.054975581388800036 Objective Value:122.52295070385752 Decrease Error:2.6759039428725373e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.4791753721074016e-11 Stepsize:0.043980465111040035 Objective Value:122.52295070385212 Decrease Error:2.135891463694861e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.345808244696891e-11 Stepsize:0.03518437208883203 Objective Value:122.52295070384775 Decrease Error:1.6996182239381596e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.2391145219145316e-11 Stepsize:0.028147497671065627 Objective Value:122.52295070384434 Decrease Error:1.3585577107733116e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.153759567219219e-11 Stepsize:0.022517998136852502 Objective Value:122.52295070384173 Decrease Error:1.0970779840135947e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.0854755862173786e-11 Stepsize:0.018014398509482003 Objective Value:122.52295070383943 Decrease Error:8.668621376273222e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.0308483927677e-11 Stepsize:0.014411518807585602 Objective Value:122.52295070383774 Decrease Error:6.977529665164184e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.987146639769785e-11 Stepsize:0.011529215046068483 Objective Value:122.52295070383626 Decrease Error:5.4996007747831754e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.95218522032068e-11 Stepsize:0.009223372036854787 Objective Value:122.52295070383518 Decrease Error:4.419575816427823e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.924216111002477e-11 Stepsize:0.00737869762948383 Objective Value:122.52295070383438 Decrease Error:3.623767952376511e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.9018408545323796e-11 Stepsize:0.005902958103587064 Objective Value:122.52295070383362 Decrease Error:2.8563817977556027e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.8839405967470853e-11 Stepsize:0.004722366482869652 Objective Value:122.52295070383315 Decrease Error:2.3874235921539366e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.8696203544606574e-11 Stepsize:0.0037778931862957215 Objective Value:122.52295070383256 Decrease Error:1.8047785488306545e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.858164241514691e-11 Stepsize:0.0030223145490365774 Objective Value:122.52295070383221 Decrease Error:1.4495071809506044e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.8489993156333563e-11 Stepsize:0.002417851639229262 Objective Value:122.52295070383192 Decrease Error:1.1652900866465643e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.841667402168868e-11 Stepsize:0.0019342813113834097 Objective Value:122.52295070383184 Decrease Error:1.0800249583553523e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.835801803532998e-11 Stepsize:0.0015474250491067279 Objective Value:122.5229507038316 Decrease Error:8.384404281969182e-13
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.5091441662054805e-10 Stepsize:0.0018569100589280734 Objective Value:122.522950703825 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.5148222711338484e-10 Stepsize:0.0014855280471424588 Objective Value:122.52295070382617 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.519364764698847e-10 Stepsize:0.0011884224377139672 Objective Value:122.52295070382735 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.5229987571351077e-10 Stepsize:0.0009507379501711738 Objective Value:122.52295070382812 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.525905952595223e-10 Stepsize:0.0007605903601369392 Objective Value:122.52295070382883 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.528231707099843e-10 Stepsize:0.0006084722881095514 Objective Value:122.52295070382941 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.5300923131565464e-10 Stepsize:0.00048677783048764115 Objective Value:122.5229507038299 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.531580781759205e-10 Stepsize:0.00038942226439011294 Objective Value:122.52295070383008 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.532771571237404e-10 Stepsize:0.00031153781151209035 Objective Value:122.52295070383045 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.5337242068145705e-10 Stepsize:0.0002492302492096723 Objective Value:122.52295070383065 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.534486308801584e-10 Stepsize:0.00019938419936773785 Objective Value:122.52295070383083 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.535095993698011e-10 Stepsize:0.0001595073594941903 Objective Value:122.52295070383106 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.53558375048867e-10 Stepsize:0.00012760588759535226 Objective Value:122.52295070383111 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.5359739271864515e-10 Stepsize:0.00010208471007628181 Objective Value:122.52295070383119 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.5362860905234876e-10 Stepsize:8.166776806102545e-05 Objective Value:122.52295070383127 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.5365358199598365e-10 Stepsize:6.533421444882036e-05 Objective Value:122.52295070383128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.5367355940695805e-10 Stepsize:5.2267371559056295e-05 Objective Value:122.52295070383127 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.5368954161593606e-10 Stepsize:4.1813897247245036e-05 Objective Value:122.52295070383136 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.53702327889983e-10 Stepsize:3.345111779779603e-05 Objective Value:122.52295070383141 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.5371255644131953e-10 Stepsize:2.6760894238236826e-05 Objective Value:122.52295070383143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.5372073907943967e-10 Stepsize:2.1408715390589462e-05 Objective Value:122.52295070383143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.5372728661024063e-10 Stepsize:1.712697231247157e-05 Objective Value:122.52295070383151 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.5373252345072934e-10 Stepsize:1.3701577849977256e-05 Objective Value:122.52295070383151 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.5373671329920293e-10 Stepsize:1.0961262279981805e-05 Objective Value:122.5229507038315 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.5374006569806004e-10 Stepsize:8.769009823985445e-06 Objective Value:122.52295070383146 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.537427466657583e-10 Stepsize:7.015207859188356e-06 Objective Value:122.52295070383141 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.537448912278199e-10 Stepsize:5.612166287350686e-06 Objective Value:122.52295070383155 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.537466078535899e-10 Stepsize:4.489733029880549e-06 Objective Value:122.52295070383144 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.5374798060770027e-10 Stepsize:3.5917864239044394e-06 Objective Value:122.52295070383151 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.5374907855382936e-10 Stepsize:2.873429139123552e-06 Objective Value:122.52295070383147 Decrease Error:0.0
4
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52295069509206 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52295068648677 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52295064902312 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52295056562326 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52295033249243 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52294973689162 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52294816296315 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52294405876076 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52293331310487 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52290530338011 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52283274119264 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52264821458263 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.522200671744 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.52123782625058 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.51967863675885 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.51825765963507 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.51770811021493 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.51763070647448 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.5176279229738 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:122.51762789428965 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(416.047994, dtype=float64), 'logtau': Array(4.90153578, dtype=float64), 'logamp': Array(0.07099956, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.08028306, dtype=float64), 'logtau': Array(-0.03939078, dtype=float64), 'logamp': Array(0.04734188, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9722.943119009842
And log height: -122.52...
log-evidence is ~-125.27
Seems to have converged at iteration 19 / 64 with tolerance 1.04e-05
:::::::::::::::::::::::
Scanning at lag=428.85 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.080066251784207e-06 Stepsize:1.0 Objective Value:120.78437940433751 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.080018932043821e-06 Stepsize:0.8 Objective Value:120.78437798828661 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.079981076321046e-06 Stepsize:0.6400000000000001 Objective Value:120.78437685545262 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.07995079178676e-06 Stepsize:0.5120000000000001 Objective Value:120.78437594918987 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.079926564188269e-06 Stepsize:0.40960000000000013 Objective Value:120.78437522418245 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.079907182127331e-06 Stepsize:0.32768000000000014 Objective Value:120.78437464417836 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.079891676490473e-06 Stepsize:0.2621440000000001 Objective Value:120.78437418017604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.079879271988321e-06 Stepsize:0.2097152000000001 Objective Value:120.7843738089751 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.07986934839161e-06 Stepsize:0.1677721600000001 Objective Value:120.78437351201467 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798614095168195e-06 Stepsize:0.13421772800000006 Objective Value:120.78437327444678 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798550584191085e-06 Stepsize:0.10737418240000006 Objective Value:120.78437308439248 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798499775426405e-06 Stepsize:0.08589934592000005 Objective Value:120.78437293234924 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798459128415705e-06 Stepsize:0.06871947673600004 Objective Value:120.78437281071481 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798426610813575e-06 Stepsize:0.054975581388800036 Objective Value:120.78437271340725 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.079840059673692e-06 Stepsize:0.043980465111040035 Objective Value:120.78437263556125 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.079837978547666e-06 Stepsize:0.03518437208883203 Objective Value:120.78437257328451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.079836313647088e-06 Stepsize:0.028147497671065627 Objective Value:120.78437252346302 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798349817267925e-06 Stepsize:0.022517998136852502 Objective Value:120.78437248360594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.0798339161903564e-06 Stepsize:0.018014398509482003 Objective Value:120.78437245172016 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.079833063761596e-06 Stepsize:0.014411518807585602 Objective Value:120.78437242621165 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.079832381818419e-06 Stepsize:0.011529215046068483 Objective Value:120.78437240580477 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.07983183626397e-06 Stepsize:0.009223372036854787 Objective Value:120.78437238947934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.079831399819991e-06 Stepsize:0.00737869762948383 Objective Value:120.78437237641894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.079831050665404e-06 Stepsize:0.005902958103587064 Objective Value:120.7843723659707 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830771341609e-06 Stepsize:0.004722366482869652 Objective Value:120.78437235761203 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830547882262e-06 Stepsize:0.0037778931862957215 Objective Value:120.78437235092524 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830369115064e-06 Stepsize:0.0030223145490365774 Objective Value:120.78437234557559 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830226101378e-06 Stepsize:0.002417851639229262 Objective Value:120.7843723412959 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830111690262e-06 Stepsize:0.0019342813113834097 Objective Value:120.78437233787224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.079830020161302e-06 Stepsize:0.0015474250491067279 Objective Value:120.78437233513331 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.1543460374626255e-09 Stepsize:0.0018569100589280734 Objective Value:120.78437233511185 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.1551703191913007e-09 Stepsize:0.0014855280471424588 Objective Value:120.78437233511609 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.1558297431092232e-09 Stepsize:0.0011884224377139672 Objective Value:120.78437233511953 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.1563572834958148e-09 Stepsize:0.0009507379501711738 Objective Value:120.78437233512224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.1567793146666757e-09 Stepsize:0.0007605903601369392 Objective Value:120.78437233512443 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.1571169408745916e-09 Stepsize:0.0006084722881095514 Objective Value:120.78437233512624 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.1573870410874037e-09 Stepsize:0.00048677783048764115 Objective Value:120.78437233512763 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.1576031227159053e-09 Stepsize:0.00038942226439011294 Objective Value:120.78437233512877 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.157775985253991e-09 Stepsize:0.00031153781151209035 Objective Value:120.7843723351296 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.1579142775721263e-09 Stepsize:0.0002492302492096723 Objective Value:120.78437233513031 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.1580249098735148e-09 Stepsize:0.00019938419936773785 Objective Value:120.78437233513107 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.1581134172677453e-09 Stepsize:0.0001595073594941903 Objective Value:120.78437233513151 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.1581842227711328e-09 Stepsize:0.00012760588759535226 Objective Value:120.78437233513182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.1582408663850858e-09 Stepsize:0.00010208471007628181 Objective Value:120.7843723351322 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.1582861821734254e-09 Stepsize:8.166776806102545e-05 Objective Value:120.78437233513237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.1583224335301596e-09 Stepsize:6.533421444882036e-05 Objective Value:120.78437233513242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.1583514360873514e-09 Stepsize:5.2267371559056295e-05 Objective Value:120.78437233513274 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.158374636970298e-09 Stepsize:4.1813897247245036e-05 Objective Value:120.78437233513276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.1583931982404404e-09 Stepsize:3.345111779779603e-05 Objective Value:120.78437233513297 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584080479206281e-09 Stepsize:2.6760894238236826e-05 Objective Value:120.78437233513296 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584199260601591e-09 Stepsize:2.1408715390589462e-05 Objective Value:120.78437233513303 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584294298240374e-09 Stepsize:1.712697231247157e-05 Objective Value:120.78437233513316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.158437032100593e-09 Stepsize:1.3701577849977256e-05 Objective Value:120.78437233513313 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584431153692475e-09 Stepsize:1.0961262279981805e-05 Objective Value:120.78437233513313 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.158447978734275e-09 Stepsize:8.769009823985445e-06 Objective Value:120.78437233513316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584518728767705e-09 Stepsize:7.015207859188356e-06 Objective Value:120.78437233513317 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584549878031646e-09 Stepsize:5.612166287350686e-06 Objective Value:120.78437233513317 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584574789880488e-09 Stepsize:4.489733029880549e-06 Objective Value:120.78437233513326 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584594724021632e-09 Stepsize:3.5917864239044394e-06 Objective Value:120.78437233513323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.1584610666401426e-09 Stepsize:2.873429139123552e-06 Objective Value:120.78437233513321 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.7843721027277 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.7843708885822 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78436830267624 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78436093138723 Decrease Error:0.0
6
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78434222051897 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78429259425049 Decrease Error:0.0
8
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78416311196472 Decrease Error:0.0
9
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78382293758186 Decrease Error:0.0
10
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78293115336187 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.78059265691087 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.77448797883089 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.75878063254017 Decrease Error:0.0
14
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.72017422401241 Decrease Error:0.0
15
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.63796040284342 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.5247839538498 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.45950791604388 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.4394439439439 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.43668941545502 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.43664895999167 Decrease Error:0.0
21
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:120.43664887045342 Decrease Error:0.0
Change of 0.35 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(428.8463942, dtype=float64), 'logtau': Array(5.04942268, dtype=float64), 'logamp': Array(0.06732758, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.14448279, dtype=float64), 'logtau': Array(0.01976972, dtype=float64), 'logamp': Array(0.04489259, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10361.989264963848
And log height: -120.44...
log-evidence is ~-123.22
Seems to have converged at iteration 20 / 64 with tolerance 3.21e-05
:::::::::::::::::::::::
Scanning at lag=441.64 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.181757521971487e-06 Stepsize:1.0 Objective Value:104.0836006769089 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.182308038774088e-06 Stepsize:0.8 Objective Value:104.0836019138084 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.182748450960058e-06 Stepsize:0.6400000000000001 Objective Value:104.08360290340728 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.183100779904842e-06 Stepsize:0.5120000000000001 Objective Value:104.08360369513706 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 6.183382642547451e-06 Stepsize:0.40960000000000013 Objective Value:104.08360432855342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.183608132331302e-06 Stepsize:0.32768000000000014 Objective Value:104.08360483530731 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.183788523948426e-06 Stepsize:0.2621440000000001 Objective Value:104.08360524072374 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 6.183932837107197e-06 Stepsize:0.2097152000000001 Objective Value:104.08360556506533 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 6.1840482875482335e-06 Stepsize:0.1677721600000001 Objective Value:104.0836058245441 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.184140647845529e-06 Stepsize:0.13421772800000006 Objective Value:104.08360603213058 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.184214536046036e-06 Stepsize:0.10737418240000006 Objective Value:104.08360619820192 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.184273646587282e-06 Stepsize:0.08589934592000005 Objective Value:104.08360633106058 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 6.184320935004512e-06 Stepsize:0.06871947673600004 Objective Value:104.08360643734831 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 6.1843587657278154e-06 Stepsize:0.054975581388800036 Objective Value:104.08360652237906 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 6.184389030301869e-06 Stepsize:0.043980465111040035 Objective Value:104.0836065904041 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 6.184413241956602e-06 Stepsize:0.03518437208883203 Objective Value:104.08360664482434 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 6.184432611278861e-06 Stepsize:0.028147497671065627 Objective Value:104.08360668836073 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 6.1844481067332276e-06 Stepsize:0.022517998136852502 Objective Value:104.08360672318985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 6.1844605030978495e-06 Stepsize:0.018014398509482003 Objective Value:104.08360675105331 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 6.184470420188183e-06 Stepsize:0.014411518807585602 Objective Value:104.08360677334406 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 6.184478353859793e-06 Stepsize:0.011529215046068483 Objective Value:104.08360679117666 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 6.184484700796939e-06 Stepsize:0.009223372036854787 Objective Value:104.08360680544286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 6.184489778346148e-06 Stepsize:0.00737869762948383 Objective Value:104.08360681685576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 6.184493840385629e-06 Stepsize:0.005902958103587064 Objective Value:104.08360682598607 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 6.184497090017631e-06 Stepsize:0.004722366482869652 Objective Value:104.08360683329036 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 6.184499689722864e-06 Stepsize:0.0037778931862957215 Objective Value:104.08360683913378 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 6.184501769486834e-06 Stepsize:0.0030223145490365774 Objective Value:104.0836068438085 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 6.184503433298527e-06 Stepsize:0.002417851639229262 Objective Value:104.08360684754831 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 6.184504764346819e-06 Stepsize:0.0019342813113834097 Objective Value:104.08360685054011 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 6.1845058291858455e-06 Stepsize:0.0015474250491067279 Objective Value:104.0836068529336 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.136800241805965e-10 Stepsize:0.0018569100589280734 Objective Value:104.08360685294669 Decrease Error:1.3088197192701045e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.11994058855338e-10 Stepsize:0.0014855280471424588 Objective Value:104.08360685294409 Decrease Error:1.0487610779819079e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.106452861552299e-10 Stepsize:0.0011884224377139672 Objective Value:104.08360685294197 Decrease Error:8.37019342725398e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.095662677600071e-10 Stepsize:0.0009507379501711738 Objective Value:104.08360685294035 Decrease Error:6.750155989720952e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.0870305416259e-10 Stepsize:0.0007605903601369392 Objective Value:104.08360685293896 Decrease Error:5.357492227631155e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.080124829526193e-10 Stepsize:0.0006084722881095514 Objective Value:104.08360685293792 Decrease Error:4.320099833421409e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.074600254452523e-10 Stepsize:0.00048677783048764115 Objective Value:104.08360685293702 Decrease Error:3.424815986363683e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.070180586831276e-10 Stepsize:0.00038942226439011294 Objective Value:104.08360685293638 Decrease Error:2.7853275241795927e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.066644868766918e-10 Stepsize:0.00031153781151209035 Objective Value:104.08360685293577 Decrease Error:2.1742607714259066e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.063816286671806e-10 Stepsize:0.0002492302492096723 Objective Value:104.08360685293539 Decrease Error:1.7905676941154525e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.061553433071019e-10 Stepsize:0.00019938419936773785 Objective Value:104.08360685293498 Decrease Error:1.3784529073745944e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.059743125728077e-10 Stepsize:0.0001595073594941903 Objective Value:104.08360685293478 Decrease Error:1.1795009413617663e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.058294891664752e-10 Stepsize:0.00012760588759535226 Objective Value:104.08360685293457 Decrease Error:9.663381206337363e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.057136307768341e-10 Stepsize:0.00010208471007628181 Objective Value:104.08360685293437 Decrease Error:7.673861546209082e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.056209431496481e-10 Stepsize:8.166776806102545e-05 Objective Value:104.08360685293425 Decrease Error:6.536993168992922e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.055467962673021e-10 Stepsize:6.533421444882036e-05 Objective Value:104.08360685293401 Decrease Error:4.121147867408581e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.054874755040754e-10 Stepsize:5.2267371559056295e-05 Objective Value:104.08360685293397 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.054400183825638e-10 Stepsize:4.1813897247245036e-05 Objective Value:104.08360685293394 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.054020556262529e-10 Stepsize:3.345111779779603e-05 Objective Value:104.08360685293387 Decrease Error:2.7000623958883807e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.053716847313805e-10 Stepsize:2.6760894238236826e-05 Objective Value:104.0836068529338 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.053473870424112e-10 Stepsize:2.1408715390589462e-05 Objective Value:104.08360685293377 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.053279486086655e-10 Stepsize:1.712697231247157e-05 Objective Value:104.0836068529337 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.053123981510154e-10 Stepsize:1.3701577849977256e-05 Objective Value:104.08360685293376 Decrease Error:1.5631940186722204e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.052999586691978e-10 Stepsize:1.0961262279981805e-05 Objective Value:104.08360685293368 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.052900059880218e-10 Stepsize:8.769009823985445e-06 Objective Value:104.08360685293367 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.052820422621788e-10 Stepsize:7.015207859188356e-06 Objective Value:104.08360685293373 Decrease Error:1.2789769243681803e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.052756738822343e-10 Stepsize:5.612166287350686e-06 Objective Value:104.08360685293371 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.052705787554399e-10 Stepsize:4.489733029880549e-06 Objective Value:104.08360685293366 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.052665018333988e-10 Stepsize:3.5917864239044394e-06 Objective Value:104.08360685293367 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.052632411936209e-10 Stepsize:2.873429139123552e-06 Objective Value:104.08360685293356 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08360682067922 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08360669574338 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08360640856051 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08360561677748 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08360358454182 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.0835982278679 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08358426488441 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08354779412531 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08345311898152 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.0832100553273 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08260421717272 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.08120039146606 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.0784580059917 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.07466881755978 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.07178984368521 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.07097267604343 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.07090793684154 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.07090591560572 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:104.0709059065106 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(441.6447944, dtype=float64), 'logtau': Array(5.02766184, dtype=float64), 'logamp': Array(0.07069886, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.20898124, dtype=float64), 'logtau': Array(0.01106485, dtype=float64), 'logamp': Array(0.0471413, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11179.497732114212
And log height: -104.07...
log-evidence is ~-106.89
Seems to have converged at iteration 21 / 64 with tolerance 4.10e-06
:::::::::::::::::::::::
Scanning at lag=454.44 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.559573091283374e-07 Stepsize:1.0 Objective Value:100.93547981845707 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.559604975343113e-07 Stepsize:0.8 Objective Value:100.9354798896516 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.55963048260865e-07 Stepsize:0.6400000000000001 Objective Value:100.93547994660793 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.5596508884330367e-07 Stepsize:0.5120000000000001 Objective Value:100.9354799921731 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.559667213099519e-07 Stepsize:0.40960000000000013 Objective Value:100.93548002862543 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.5596802728387586e-07 Stepsize:0.32768000000000014 Objective Value:100.93548005778737 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.559690720632118e-07 Stepsize:0.2621440000000001 Objective Value:100.93548008111702 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.5596990788679184e-07 Stepsize:0.2097152000000001 Objective Value:100.93548009978099 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597057654582147e-07 Stepsize:0.1677721600000001 Objective Value:100.93548011471202 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597111147326667e-07 Stepsize:0.13421772800000006 Objective Value:100.93548012665681 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597153941524943e-07 Stepsize:0.10737418240000006 Objective Value:100.93548013621279 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597188176875373e-07 Stepsize:0.08589934592000005 Objective Value:100.93548014385752 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.559721556515984e-07 Stepsize:0.06871947673600004 Objective Value:100.9354801499733 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597237475791e-07 Stepsize:0.054975581388800036 Objective Value:100.93548015486594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597255004301357e-07 Stepsize:0.043980465111040035 Objective Value:100.93548015878005 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.559726902710743e-07 Stepsize:0.03518437208883203 Objective Value:100.93548016191134 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597280245340406e-07 Stepsize:0.028147497671065627 Objective Value:100.93548016441645 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.559728921994709e-07 Stepsize:0.022517998136852502 Objective Value:100.93548016642039 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597296399627007e-07 Stepsize:0.018014398509482003 Objective Value:100.93548016802367 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.55973021433595e-07 Stepsize:0.014411518807585602 Objective Value:100.93548016930629 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597306738359416e-07 Stepsize:0.011529215046068483 Objective Value:100.93548017033227 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597310414347474e-07 Stepsize:0.009223372036854787 Objective Value:100.93548017115322 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.559731335514617e-07 Stepsize:0.00737869762948383 Objective Value:100.93548017180979 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597315707777387e-07 Stepsize:0.005902958103587064 Objective Value:100.9354801723352 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.559731758988938e-07 Stepsize:0.004722366482869652 Objective Value:100.93548017275549 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.559731909557502e-07 Stepsize:0.0037778931862957215 Objective Value:100.93548017309173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.559732030012736e-07 Stepsize:0.0030223145490365774 Objective Value:100.93548017336065 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597321263766295e-07 Stepsize:0.002417851639229262 Objective Value:100.93548017357585 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.559732203468046e-07 Stepsize:0.0019342813113834097 Objective Value:100.93548017374796 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.5597322651404977e-07 Stepsize:0.0015474250491067279 Objective Value:100.93548017388575 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.949196786343014e-11 Stepsize:0.0018569100589280734 Objective Value:100.93548017388628 Decrease Error:5.258016244624741e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.83323316888773e-11 Stepsize:0.0014855280471424588 Objective Value:100.93548017388628 Decrease Error:5.258016244624741e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.740461959200976e-11 Stepsize:0.0011884224377139672 Objective Value:100.9354801738861 Decrease Error:3.552713678800501e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.666245120065055e-11 Stepsize:0.0009507379501711738 Objective Value:100.93548017388602 Decrease Error:2.7000623958883807e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.606871703237478e-11 Stepsize:0.0007605903601369392 Objective Value:100.93548017388605 Decrease Error:2.984279490192421e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.559372840619832e-11 Stepsize:0.0006084722881095514 Objective Value:100.93548017388585 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.521373823167261e-11 Stepsize:0.00048677783048764115 Objective Value:100.93548017388592 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.490974488316662e-11 Stepsize:0.00038942226439011294 Objective Value:100.93548017388582 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.4666552853880886e-11 Stepsize:0.00031153781151209035 Objective Value:100.93548017388582 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.447199847286603e-11 Stepsize:0.0002492302492096723 Objective Value:100.9354801738858 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.43163528484389e-11 Stepsize:0.00019938419936773785 Objective Value:100.93548017388574 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.4191837372112996e-11 Stepsize:0.0001595073594941903 Objective Value:100.93548017388572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.409222626363457e-11 Stepsize:0.00012760588759535226 Objective Value:100.93548017388581 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.4012535465945505e-11 Stepsize:0.00010208471007628181 Objective Value:100.93548017388571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.394878518457872e-11 Stepsize:8.166776806102545e-05 Objective Value:100.93548017388581 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.389778227472967e-11 Stepsize:6.533421444882036e-05 Objective Value:100.93548017388565 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.38569820800182e-11 Stepsize:5.2267371559056295e-05 Objective Value:100.93548017388574 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.3824340913230496e-11 Stepsize:4.1813897247245036e-05 Objective Value:100.93548017388565 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.379822909652857e-11 Stepsize:3.345111779779603e-05 Objective Value:100.93548017388575 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.3777338262164517e-11 Stepsize:2.6760894238236826e-05 Objective Value:100.93548017388571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.3760625461858506e-11 Stepsize:2.1408715390589462e-05 Objective Value:100.93548017388574 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.374725613776453e-11 Stepsize:1.712697231247157e-05 Objective Value:100.93548017388571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.373656032070264e-11 Stepsize:1.3701577849977256e-05 Objective Value:100.93548017388572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.372800358031695e-11 Stepsize:1.0961262279981805e-05 Objective Value:100.93548017388567 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.372115742635637e-11 Stepsize:8.769009823985445e-06 Objective Value:100.93548017388565 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.371568150743017e-11 Stepsize:7.015207859188356e-06 Objective Value:100.93548017388571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.3711301249338164e-11 Stepsize:5.612166287350686e-06 Objective Value:100.93548017388572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.3707797229889435e-11 Stepsize:4.489733029880549e-06 Objective Value:100.93548017388575 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.3704992473408115e-11 Stepsize:3.5917864239044394e-06 Objective Value:100.93548017388568 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.3702747917413054e-11 Stepsize:2.873429139123552e-06 Objective Value:100.93548017388567 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.192575042705074e-11 Stepsize:1.0 Objective Value:100.93548017303421 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.892007885876567e-11 Stepsize:0.8 Objective Value:100.9354801732017 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.45155358966411e-11 Stepsize:0.6400000000000001 Objective Value:100.93548017333663 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.899189799447524e-11 Stepsize:0.5120000000000001 Objective Value:100.93548017344538 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.257298527123474e-11 Stepsize:0.40960000000000013 Objective Value:100.93548017353275 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.543785356493372e-11 Stepsize:0.32768000000000014 Objective Value:100.93548017360288 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.77297472795069e-11 Stepsize:0.2621440000000001 Objective Value:100.93548017365906 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.956326155151623e-11 Stepsize:0.2097152000000001 Objective Value:100.93548017370428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.103007254323553e-11 Stepsize:0.1677721600000001 Objective Value:100.93548017374042 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.22035211419628e-11 Stepsize:0.13421772800000006 Objective Value:100.93548017376945 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.314227991726778e-11 Stepsize:0.10737418240000006 Objective Value:100.93548017379263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.389328684247467e-11 Stepsize:0.08589934592000005 Objective Value:100.93548017381121 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.449409236366664e-11 Stepsize:0.06871947673600004 Objective Value:100.9354801738261 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.497473652634093e-11 Stepsize:0.054975581388800036 Objective Value:100.93548017383803 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.53592520734902e-11 Stepsize:0.043980465111040035 Objective Value:100.93548017384752 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.566686423219696e-11 Stepsize:0.03518437208883203 Objective Value:100.93548017385513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.591295423563393e-11 Stepsize:0.028147497671065627 Objective Value:100.93548017386132 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.61098259556439e-11 Stepsize:0.022517998136852502 Objective Value:100.93548017386613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.626732353460098e-11 Stepsize:0.018014398509482003 Objective Value:100.93548017387008 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.639332144140435e-11 Stepsize:0.014411518807585602 Objective Value:100.93548017387315 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.64941197885311e-11 Stepsize:0.011529215046068483 Objective Value:100.93548017387569 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.657475849147408e-11 Stepsize:0.009223372036854787 Objective Value:100.93548017387766 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.663926953802353e-11 Stepsize:0.00737869762948383 Objective Value:100.93548017387934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.66908783237635e-11 Stepsize:0.005902958103587064 Objective Value:100.93548017388062 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.673216534473217e-11 Stepsize:0.004722366482869652 Objective Value:100.93548017388161 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.676519491339564e-11 Stepsize:0.0037778931862957215 Objective Value:100.93548017388242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.67916187092727e-11 Stepsize:0.0030223145490365774 Objective Value:100.9354801738831 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.681275763026964e-11 Stepsize:0.002417851639229262 Objective Value:100.93548017388368 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.682966871421234e-11 Stepsize:0.0019342813113834097 Objective Value:100.93548017388405 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.684319767945291e-11 Stepsize:0.0015474250491067279 Objective Value:100.93548017388426 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.191750388400111e-09 Stepsize:0.0018569100589280734 Objective Value:100.93548017380583 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.199768459818165e-09 Stepsize:0.0014855280471424588 Objective Value:100.93548017382152 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.206182916538939e-09 Stepsize:0.0011884224377139672 Objective Value:100.93548017383404 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.2113144815116925e-09 Stepsize:0.0009507379501711738 Objective Value:100.93548017384416 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.215419730137e-09 Stepsize:0.0007605903601369392 Objective Value:100.93548017385216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.218703933138241e-09 Stepsize:0.0006084722881095514 Objective Value:100.9354801738586 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.221331293666275e-09 Stepsize:0.00048677783048764115 Objective Value:100.93548017386382 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.2234331810695514e-09 Stepsize:0.00038942226439011294 Objective Value:100.93548017386787 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.22511469435591e-09 Stepsize:0.00031153781151209035 Objective Value:100.9354801738712 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.226459901938389e-09 Stepsize:0.0002492302492096723 Objective Value:100.93548017387383 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.227536071148558e-09 Stepsize:0.00019938419936773785 Objective Value:100.93548017387594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.228397002727407e-09 Stepsize:0.0001595073594941903 Objective Value:100.93548017387756 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.229085751454512e-09 Stepsize:0.00012760588759535226 Objective Value:100.93548017387899 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.229636747050775e-09 Stepsize:0.00010208471007628181 Objective Value:100.93548017388005 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.230077543511522e-09 Stepsize:8.166776806102545e-05 Objective Value:100.9354801738809 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.230430185851764e-09 Stepsize:6.533421444882036e-05 Objective Value:100.93548017388163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.23071229775071e-09 Stepsize:5.2267371559056295e-05 Objective Value:100.93548017388211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.23093798316074e-09 Stepsize:4.1813897247245036e-05 Objective Value:100.93548017388264 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.2311185315267116e-09 Stepsize:3.345111779779603e-05 Objective Value:100.93548017388287 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.23126297253155e-09 Stepsize:2.6760894238236826e-05 Objective Value:100.93548017388324 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.2313785248746344e-09 Stepsize:2.1408715390589462e-05 Objective Value:100.93548017388342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.231470969101821e-09 Stepsize:1.712697231247157e-05 Objective Value:100.9354801738837 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.231544923887259e-09 Stepsize:1.3701577849977256e-05 Objective Value:100.93548017388378 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.2316040879053446e-09 Stepsize:1.0961262279981805e-05 Objective Value:100.93548017388385 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.2316514167725155e-09 Stepsize:8.769009823985445e-06 Objective Value:100.93548017388397 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.231689277302114e-09 Stepsize:7.015207859188356e-06 Objective Value:100.93548017388405 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.231719570412257e-09 Stepsize:5.612166287350686e-06 Objective Value:100.93548017388414 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.231743802181734e-09 Stepsize:4.489733029880549e-06 Objective Value:100.93548017388416 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.231763189356434e-09 Stepsize:3.5917864239044394e-06 Objective Value:100.93548017388422 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.231778703069795e-09 Stepsize:2.873429139123552e-06 Objective Value:100.93548017388424 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93548009176989 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93547161316296 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93545766411663 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93542128500727 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93532589557407 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93507666611072 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93442779278324 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.93276026282453 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.92862168404444 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.91927616810774 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.90282103632796 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.88632728970143 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.87899721557274 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.87752584963525 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.87745734007046 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.87745667278895 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.87745666573164 Decrease Error:0.0
Change of 0.06 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(454.4431946, dtype=float64), 'logtau': Array(5.09232556, dtype=float64), 'logamp': Array(0.07271812, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.27391588, dtype=float64), 'logtau': Array(0.03693442, dtype=float64), 'logamp': Array(0.04848825, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11021.649861020362
And log height: -100.88...
log-evidence is ~-103.69
Seems to have converged at iteration 22 / 64 with tolerance 7.56e-06
:::::::::::::::::::::::
Scanning at lag=467.24 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.044934663114422e-08 Stepsize:1.0 Objective Value:94.54848155449979 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 9.044271125517232e-08 Stepsize:0.8 Objective Value:94.54848153640464 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 9.04374029597931e-08 Stepsize:0.6400000000000001 Objective Value:94.54848152192949 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.043315632702694e-08 Stepsize:0.5120000000000001 Objective Value:94.5484815103499 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.042975902321577e-08 Stepsize:0.40960000000000013 Objective Value:94.54848150108667 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.042704118148862e-08 Stepsize:0.32768000000000014 Objective Value:94.54848149367635 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.042486690909506e-08 Stepsize:0.2621440000000001 Objective Value:94.5484814877482 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.042312749179829e-08 Stepsize:0.2097152000000001 Objective Value:94.54848148300579 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.042173595823014e-08 Stepsize:0.1677721600000001 Objective Value:94.54848147921201 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.042062273184903e-08 Stepsize:0.13421772800000006 Objective Value:94.54848147617696 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.041973215064038e-08 Stepsize:0.10737418240000006 Objective Value:94.54848147374902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.04190196859839e-08 Stepsize:0.08589934592000005 Objective Value:94.54848147180657 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.041844971418062e-08 Stepsize:0.06871947673600004 Objective Value:94.54848147025267 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.041799373684175e-08 Stepsize:0.054975581388800036 Objective Value:94.54848146900959 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.041762895489943e-08 Stepsize:0.043980465111040035 Objective Value:94.54848146801513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.041733712941172e-08 Stepsize:0.03518437208883203 Objective Value:94.54848146721955 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.041710366913624e-08 Stepsize:0.028147497671065627 Objective Value:94.54848146658303 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.041691690090612e-08 Stepsize:0.022517998136852502 Objective Value:94.5484814660738 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.041676748616023e-08 Stepsize:0.018014398509482003 Objective Value:94.54848146566654 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.041664795441359e-08 Stepsize:0.014411518807585602 Objective Value:94.54848146534067 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.041655232913384e-08 Stepsize:0.011529215046068483 Objective Value:94.54848146507996 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.041647582877723e-08 Stepsize:0.009223372036854787 Objective Value:94.54848146487144 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.041641462855462e-08 Stepsize:0.00737869762948383 Objective Value:94.54848146470458 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.04163656684642e-08 Stepsize:0.005902958103587064 Objective Value:94.54848146457108 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.041632650037068e-08 Stepsize:0.004722366482869652 Objective Value:94.54848146446433 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.041629516578567e-08 Stepsize:0.0037778931862957215 Objective Value:94.54848146437887 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.041627009817637e-08 Stepsize:0.0030223145490365774 Objective Value:94.54848146431057 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.041625004397508e-08 Stepsize:0.002417851639229262 Objective Value:94.54848146425593 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.041623400083013e-08 Stepsize:0.0019342813113834097 Objective Value:94.54848146421209 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.041622116627563e-08 Stepsize:0.0015474250491067279 Objective Value:94.54848146417716 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.6452466748617474e-11 Stepsize:0.0017826336565709507 Objective Value:94.54848146416946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.6459738890058544e-11 Stepsize:0.0014261069252567607 Objective Value:94.54848146416947 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.646555670959874e-11 Stepsize:0.0011408855402054085 Objective Value:94.5484814641696 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.647021084965325e-11 Stepsize:0.0009127084321643268 Objective Value:94.54848146416964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.6473934182025648e-11 Stepsize:0.0007301667457314615 Objective Value:94.54848146416964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.647691282378313e-11 Stepsize:0.0005841333965851692 Objective Value:94.54848146416967 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.647929573583386e-11 Stepsize:0.0004673067172681354 Objective Value:94.5484814641697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.6481202062467478e-11 Stepsize:0.00037384537381450836 Objective Value:94.5484814641697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.6482727096796373e-11 Stepsize:0.00029907629905160673 Objective Value:94.5484814641697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.648394716538294e-11 Stepsize:0.0002392610392412854 Objective Value:94.54848146416967 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.6484923330197068e-11 Stepsize:0.00019140883139302832 Objective Value:94.54848146416977 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.6485704160107956e-11 Stepsize:0.00015312706511442267 Objective Value:94.54848146416973 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.6486328792908206e-11 Stepsize:0.00012250165209153814 Objective Value:94.54848146416975 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.6486828565005217e-11 Stepsize:9.800132167323052e-05 Objective Value:94.5484814641698 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.648722829255852e-11 Stepsize:7.840105733858443e-05 Objective Value:94.54848146416974 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.6487548200809072e-11 Stepsize:6.272084587086754e-05 Objective Value:94.54848146416983 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.648780408332145e-11 Stepsize:5.0176676696694036e-05 Objective Value:94.5484814641698 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488008743633923e-11 Stepsize:4.014134135735523e-05 Objective Value:94.5484814641698 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488172451385705e-11 Stepsize:3.211307308588419e-05 Objective Value:94.54848146416973 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488303517240556e-11 Stepsize:2.5690458468707354e-05 Objective Value:94.54848146416981 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488408367849207e-11 Stepsize:2.0552366774965883e-05 Objective Value:94.54848146416978 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488492121196482e-11 Stepsize:1.6441893419972708e-05 Objective Value:94.54848146416977 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488559173383378e-11 Stepsize:1.3153514735978166e-05 Objective Value:94.5484814641698 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.648861294282311e-11 Stepsize:1.0522811788782534e-05 Objective Value:94.54848146416981 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.648865576203266e-11 Stepsize:8.418249431026028e-06 Objective Value:94.54848146416977 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488690077666695e-11 Stepsize:6.734599544820823e-06 Objective Value:94.54848146416971 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488717568544514e-11 Stepsize:5.387679635856659e-06 Objective Value:94.54848146416983 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488739636505647e-11 Stepsize:4.310143708685327e-06 Objective Value:94.5484814641698 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.6488757157805678e-11 Stepsize:3.448114966948262e-06 Objective Value:94.54848146416975 Decrease Error:1.4210854715202004e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.5414905179146 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53674410524198 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53382050055599 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53306816882665 Decrease Error:0.0
23
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53300820575616 Decrease Error:0.0
24
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53300718418933 Decrease Error:0.0
25
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:94.53300717472334 Decrease Error:0.0
Change of 0.02 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(467.2415948, dtype=float64), 'logtau': Array(5.12729803, dtype=float64), 'logamp': Array(0.07522955, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.33942974, dtype=float64), 'logtau': Array(0.05093022, dtype=float64), 'logamp': Array(0.05016355, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11717.986731550858
And log height: -94.53...
log-evidence is ~-97.38
Seems to have converged at iteration 23 / 64 with tolerance 8.25e-06
:::::::::::::::::::::::
Scanning at lag=480.04 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.542911790033153e-07 Stepsize:1.0 Objective Value:90.64481899393513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.542804607354196e-07 Stepsize:0.8 Objective Value:90.64481890306844 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.5427188613255834e-07 Stepsize:0.6400000000000001 Objective Value:90.64481883037662 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.542650264577725e-07 Stepsize:0.5120000000000001 Objective Value:90.64481877222418 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.542595387228282e-07 Stepsize:0.40960000000000013 Objective Value:90.64481872570276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.542551485379259e-07 Stepsize:0.32768000000000014 Objective Value:90.6448186884861 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.5425163639197703e-07 Stepsize:0.2621440000000001 Objective Value:90.64481865871302 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.542488266762567e-07 Stepsize:0.2097152000000001 Objective Value:90.64481863489473 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.542465789046764e-07 Stepsize:0.1677721600000001 Objective Value:90.64481861584026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.54244780687875e-07 Stepsize:0.13421772800000006 Objective Value:90.6448186005967 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.542433421148162e-07 Stepsize:0.10737418240000006 Objective Value:90.64481858840189 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.5424219125654466e-07 Stepsize:0.08589934592000005 Objective Value:90.64481857864602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.5424127057016765e-07 Stepsize:0.06871947673600004 Objective Value:90.64481857084137 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.54240534020959e-07 Stepsize:0.054975581388800036 Objective Value:90.64481856459771 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.542399447816744e-07 Stepsize:0.043980465111040035 Objective Value:90.64481855960278 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423947339031836e-07 Stepsize:0.03518437208883203 Objective Value:90.64481855560685 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.542390962773394e-07 Stepsize:0.028147497671065627 Objective Value:90.64481855241007 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423879458679736e-07 Stepsize:0.022517998136852502 Objective Value:90.64481854985263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423855323459394e-07 Stepsize:0.018014398509482003 Objective Value:90.64481854780671 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.542383601525993e-07 Stepsize:0.014411518807585602 Objective Value:90.64481854617 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.542382056872094e-07 Stepsize:0.011529215046068483 Objective Value:90.6448185448606 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.542380821148204e-07 Stepsize:0.009223372036854787 Objective Value:90.64481854381305 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.542379832567742e-07 Stepsize:0.00737869762948383 Objective Value:90.64481854297509 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.542379041705251e-07 Stepsize:0.005902958103587064 Objective Value:90.64481854230462 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423784090150666e-07 Stepsize:0.004722366482869652 Objective Value:90.64481854176832 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423779028623297e-07 Stepsize:0.0037778931862957215 Objective Value:90.64481854133925 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.542377497940745e-07 Stepsize:0.0030223145490365774 Objective Value:90.64481854099607 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423771740021e-07 Stepsize:0.002417851639229262 Objective Value:90.64481854072143 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.5423769148532e-07 Stepsize:0.0019342813113834097 Objective Value:90.64481854050175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.542376707532704e-07 Stepsize:0.0015474250491067279 Objective Value:90.64481854032599 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.3402019665351797e-10 Stepsize:0.0018569100589280734 Objective Value:90.64481854032282 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.4172820169062703e-10 Stepsize:0.0014855280471424588 Objective Value:90.64481854032353 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.4789460379635784e-10 Stepsize:0.0011884224377139672 Objective Value:90.64481854032397 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.5282772514483982e-10 Stepsize:0.0009507379501711738 Objective Value:90.64481854032435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.5677422368187732e-10 Stepsize:0.0007605903601369392 Objective Value:90.64481854032472 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.5993142137038454e-10 Stepsize:0.0006084722881095514 Objective Value:90.64481854032493 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.624571780195703e-10 Stepsize:0.00048677783048764115 Objective Value:90.64481854032513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.6447778424964874e-10 Stepsize:0.00038942226439011294 Objective Value:90.64481854032532 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.660942702880981e-10 Stepsize:0.00031153781151209035 Objective Value:90.64481854032546 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.6738745835178456e-10 Stepsize:0.0002492302492096723 Objective Value:90.6448185403256 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.684220087946022e-10 Stepsize:0.00019938419936773785 Objective Value:90.64481854032563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.6924965155849565e-10 Stepsize:0.0001595073594941903 Objective Value:90.64481854032576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.6991176230558446e-10 Stepsize:0.00012760588759535226 Objective Value:90.64481854032584 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.7044145038825948e-10 Stepsize:0.00010208471007628181 Objective Value:90.64481854032584 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.708652012528438e-10 Stepsize:8.166776806102545e-05 Objective Value:90.64481854032584 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.712042057121138e-10 Stepsize:6.533421444882036e-05 Objective Value:90.64481854032591 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.71475405387244e-10 Stepsize:5.2267371559056295e-05 Objective Value:90.64481854032591 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.7169236417596075e-10 Stepsize:4.1813897247245036e-05 Objective Value:90.64481854032589 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.7186593439990956e-10 Stepsize:3.345111779779603e-05 Objective Value:90.64481854032591 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.7200479096396037e-10 Stepsize:2.6760894238236826e-05 Objective Value:90.64481854032594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.721158734125384e-10 Stepsize:2.1408715390589462e-05 Objective Value:90.64481854032596 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.7220473981321321e-10 Stepsize:1.712697231247157e-05 Objective Value:90.64481854032594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.72275833646616e-10 Stepsize:1.3701577849977256e-05 Objective Value:90.64481854032593 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.7233271123139776e-10 Stepsize:1.0961262279981805e-05 Objective Value:90.64481854032599 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.72378210466745e-10 Stepsize:8.769009823985445e-06 Objective Value:90.64481854032601 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.7241460829919267e-10 Stepsize:7.015207859188356e-06 Objective Value:90.64481854032596 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.724437308504599e-10 Stepsize:5.612166287350686e-06 Objective Value:90.64481854032601 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.7246702872884336e-10 Stepsize:4.489733029880549e-06 Objective Value:90.64481854032601 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.7248566396867898e-10 Stepsize:3.5917864239044394e-06 Objective Value:90.64481854032604 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.7250057285985788e-10 Stepsize:2.873429139123552e-06 Objective Value:90.64481854032597 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481853907232 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481852322513 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481849384096 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481840462656 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481818326311 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481759142684 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481605400738 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64481201598214 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64480145425836 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64477378763443 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64470139658859 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64451227871798 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64402092866415 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.64276358299252 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.6396764403318 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.6328862397692 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.62160792469786 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.61126373021418 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.60702663765083 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.60630351253785 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.6062775186886 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:90.60627724364453 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(480.039995, dtype=float64), 'logtau': Array(5.18164932, dtype=float64), 'logamp': Array(0.07927608, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.40567342, dtype=float64), 'logtau': Array(0.07269172, dtype=float64), 'logamp': Array(0.05286303, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11854.4982733059
And log height: -90.61...
log-evidence is ~-93.46
Seems to have converged at iteration 24 / 64 with tolerance 3.95e-05
:::::::::::::::::::::::
Scanning at lag=492.84 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.4613831150002835e-06 Stepsize:1.0 Objective Value:87.1146692052306 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.4603594013501895e-06 Stepsize:0.8 Objective Value:87.11466811214386 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.45954043742856e-06 Stepsize:0.6400000000000001 Objective Value:87.11466723782188 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.458885270768454e-06 Stepsize:0.5120000000000001 Objective Value:87.11466653845861 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.458361140308306e-06 Stepsize:0.40960000000000013 Objective Value:87.1146659790283 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.457941837771756e-06 Stepsize:0.32768000000000014 Objective Value:87.1146655315228 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.457606396917115e-06 Stepsize:0.2621440000000001 Objective Value:87.11466517354312 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.457338044984881e-06 Stepsize:0.2097152000000001 Objective Value:87.11466488717517 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.457123363919678e-06 Stepsize:0.1677721600000001 Objective Value:87.114664658091 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.456951619375824e-06 Stepsize:0.13421772800000006 Objective Value:87.11466447483005 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.456814223937551e-06 Stepsize:0.10737418240000006 Objective Value:87.11466432822553 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.456704307711932e-06 Stepsize:0.08589934592000005 Objective Value:87.11466421094448 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.4566163748138545e-06 Stepsize:0.06871947673600004 Objective Value:87.11466411712138 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.456546028545505e-06 Stepsize:0.054975581388800036 Objective Value:87.11466404206402 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.456489751563412e-06 Stepsize:0.043980465111040035 Objective Value:87.11466398201881 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.456444729999453e-06 Stepsize:0.03518437208883203 Objective Value:87.11466393398312 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.456408712762775e-06 Stepsize:0.028147497671065627 Objective Value:87.11466389555476 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.456379898981817e-06 Stepsize:0.022517998136852502 Objective Value:87.11466386481231 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.456356847961372e-06 Stepsize:0.018014398509482003 Objective Value:87.11466384021848 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.456338407149796e-06 Stepsize:0.014411518807585602 Objective Value:87.1146638205435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.456323654503748e-06 Stepsize:0.011529215046068483 Objective Value:87.11466380480354 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.456311852385857e-06 Stepsize:0.009223372036854787 Objective Value:87.1146637922116 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.45630241069339e-06 Stepsize:0.00737869762948383 Objective Value:87.1146637821381 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.456294857340062e-06 Stepsize:0.005902958103587064 Objective Value:87.11466377407929 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.456288814659493e-06 Stepsize:0.004722366482869652 Objective Value:87.11466376763221 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.456283980513265e-06 Stepsize:0.0037778931862957215 Objective Value:87.11466376247459 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.456280113196818e-06 Stepsize:0.0030223145490365774 Objective Value:87.11466375834848 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.456277019343823e-06 Stepsize:0.002417851639229262 Objective Value:87.11466375504762 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.456274544261984e-06 Stepsize:0.0019342813113834097 Objective Value:87.11466375240691 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.456272564195164e-06 Stepsize:0.0015474250491067279 Objective Value:87.11466375029438 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.053616856800639e-09 Stepsize:0.0018569100589280734 Objective Value:87.1146637502747 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.0547191424375782e-09 Stepsize:0.0014855280471424588 Objective Value:87.11466375027864 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.05560097006682e-09 Stepsize:0.0011884224377139672 Objective Value:87.11466375028178 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.0563064331527717e-09 Stepsize:0.0009507379501711738 Objective Value:87.1146637502843 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.0568708038024593e-09 Stepsize:0.0007605903601369392 Objective Value:87.11466375028634 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.0573222991431395e-09 Stepsize:0.0006084722881095514 Objective Value:87.11466375028792 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.0576834963636829e-09 Stepsize:0.00048677783048764115 Objective Value:87.1146637502892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.0579724538372187e-09 Stepsize:0.00038942226439011294 Objective Value:87.11466375029026 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.0582036200112037e-09 Stepsize:0.00031153781151209035 Objective Value:87.11466375029106 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.0583885525655e-09 Stepsize:0.0002492302492096723 Objective Value:87.11466375029171 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.058536498877277e-09 Stepsize:0.00019938419936773785 Objective Value:87.11466375029224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.0586548553652851e-09 Stepsize:0.0001595073594941903 Objective Value:87.11466375029268 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.0587495410822073e-09 Stepsize:0.00012760588759535226 Objective Value:87.11466375029303 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.0588252904272227e-09 Stepsize:0.00010208471007628181 Objective Value:87.11466375029329 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.0588858886059194e-09 Stepsize:8.166776806102545e-05 Objective Value:87.11466375029346 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.0589343672830467e-09 Stepsize:6.533421444882036e-05 Objective Value:87.11466375029366 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.058973150853247e-09 Stepsize:5.2267371559056295e-05 Objective Value:87.1146637502938 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590041776633287e-09 Stepsize:4.1813897247245036e-05 Objective Value:87.11466375029393 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590289991303676e-09 Stepsize:3.345111779779603e-05 Objective Value:87.114663750294 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590488561965949e-09 Stepsize:2.6760894238236826e-05 Objective Value:87.11466375029408 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590647419691778e-09 Stepsize:2.1408715390589462e-05 Objective Value:87.11466375029414 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590774491405118e-09 Stepsize:1.712697231247157e-05 Objective Value:87.11466375029417 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590876163310876e-09 Stepsize:1.3701577849977256e-05 Objective Value:87.11466375029417 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.0590957503444344e-09 Stepsize:1.0961262279981805e-05 Objective Value:87.11466375029426 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591022569008635e-09 Stepsize:8.769009823985445e-06 Objective Value:87.11466375029428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591074624350145e-09 Stepsize:7.015207859188356e-06 Objective Value:87.11466375029431 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591116273570025e-09 Stepsize:5.612166287350686e-06 Objective Value:87.11466375029428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591149584072412e-09 Stepsize:4.489733029880549e-06 Objective Value:87.11466375029433 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591176240283966e-09 Stepsize:3.5917864239044394e-06 Objective Value:87.11466375029435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.0591197557036989e-09 Stepsize:2.873429139123552e-06 Objective Value:87.11466375029431 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11466368967749 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11466357887343 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11466324019776 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.1146624019209 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.1146601595535 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11465434303285 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.114639109579 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11459958366859 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11449819719653 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11424712812462 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11367804414756 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.1126380612614 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11142678255267 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11074401150312 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11059817551975 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11058973715225 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.11058958472383 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(492.8383952, dtype=float64), 'logtau': Array(5.20816139, dtype=float64), 'logamp': Array(0.08560922, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.47280731, dtype=float64), 'logtau': Array(0.08331271, dtype=float64), 'logamp': Array(0.05708831, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
12093.121715906358
And log height: -87.11...
log-evidence is ~-89.97
Seems to have converged at iteration 25 / 64 with tolerance 3.22e-05
:::::::::::::::::::::::
Scanning at lag=505.64 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507740343014092 Stepsize:1.0 Objective Value:87.46136361902502 Decrease Error:0.3507740343014092
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077343504065084 Stepsize:0.8 Objective Value:87.4613630197643 Decrease Error:0.35077343504065084
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507729556946515 Stepsize:0.6400000000000001 Objective Value:87.46136254041834 Decrease Error:0.3507729556946515
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507725722579522 Stepsize:0.5120000000000001 Objective Value:87.46136215698166 Decrease Error:0.3507725722579522
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507722655341894 Stepsize:0.40960000000000013 Objective Value:87.46136185025793 Decrease Error:0.3507722655341894
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077202017161824 Stepsize:0.32768000000000014 Objective Value:87.46136160489537 Decrease Error:0.35077202017161824
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507718238920745 Stepsize:0.2621440000000001 Objective Value:87.46136140861584 Decrease Error:0.3507718238920745
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077166687514705 Stepsize:0.2097152000000001 Objective Value:87.46136125159893 Decrease Error:0.35077166687514705
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507715412658712 Stepsize:0.1677721600000001 Objective Value:87.46136112598965 Decrease Error:0.3507715412658712
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507714407813012 Stepsize:0.13421772800000006 Objective Value:87.4613610255051 Decrease Error:0.3507714407813012
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507713603953704 Stepsize:0.10737418240000006 Objective Value:87.46136094511917 Decrease Error:0.3507713603953704
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507712960877285 Stepsize:0.08589934592000005 Objective Value:87.46136088081154 Decrease Error:0.3507712960877285
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.350771244642317 Stepsize:0.06871947673600004 Objective Value:87.46136082936613 Decrease Error:0.350771244642317
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507712034865307 Stepsize:0.054975581388800036 Objective Value:87.46136078821034 Decrease Error:0.3507712034865307
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077117056212614 Stepsize:0.043980465111040035 Objective Value:87.46136075528594 Decrease Error:0.35077117056212614
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507711442228185 Stepsize:0.03518437208883203 Objective Value:87.46136072894663 Decrease Error:0.3507711442228185
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077112315148895 Stepsize:0.028147497671065627 Objective Value:87.46136070787531 Decrease Error:0.35077112315148895
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507711062944736 Stepsize:0.022517998136852502 Objective Value:87.4613606910183 Decrease Error:0.3507711062944736
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507710928089409 Stepsize:0.018014398509482003 Objective Value:87.46136067753277 Decrease Error:0.3507710928089409
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507710820205574 Stepsize:0.014411518807585602 Objective Value:87.46136066674438 Decrease Error:0.3507710820205574
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507710733898364 Stepsize:0.011529215046068483 Objective Value:87.46136065811366 Decrease Error:0.3507710733898364
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077106648529366 Stepsize:0.009223372036854787 Objective Value:87.46136065120912 Decrease Error:0.35077106648529366
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077106096166233 Stepsize:0.00737869762948383 Objective Value:87.46136064568549 Decrease Error:0.35077106096166233
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077105654281127 Stepsize:0.005902958103587064 Objective Value:87.46136064126664 Decrease Error:0.35077105654281127
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507710530076764 Stepsize:0.004722366482869652 Objective Value:87.4613606377315 Decrease Error:0.3507710530076764
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 0.3507710501795742 Stepsize:0.0037778931862957215 Objective Value:87.4613606349034 Decrease Error:0.3507710501795742
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077104791709246 Stepsize:0.0030223145490365774 Objective Value:87.46136063264092 Decrease Error:0.35077104791709246
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077104610714116 Stepsize:0.002417851639229262 Objective Value:87.46136063083097 Decrease Error:0.35077104610714116
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077104465914033 Stepsize:0.0019342813113834097 Objective Value:87.46136062938297 Decrease Error:0.35077104465914033
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 0.35077104350079935 Stepsize:0.0015474250491067279 Objective Value:87.46136062822463 Decrease Error:0.35077104350079935
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.893928802138686e-10 Stepsize:0.0018569100589280734 Objective Value:87.46136062821165 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.911456735980024e-10 Stepsize:0.0014855280471424588 Objective Value:87.46136062821424 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.925479096404656e-10 Stepsize:0.0011884224377139672 Objective Value:87.46136062821634 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.936696968738827e-10 Stepsize:0.0009507379501711738 Objective Value:87.46136062821795 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 6.94567127647918e-10 Stepsize:0.0007605903601369392 Objective Value:87.4613606282193 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.952850726469558e-10 Stepsize:0.0006084722881095514 Objective Value:87.46136062822036 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.958594275331847e-10 Stepsize:0.00048677783048764115 Objective Value:87.46136062822124 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 6.963189120361074e-10 Stepsize:0.00038942226439011294 Objective Value:87.4613606282219 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 6.966865000778862e-10 Stepsize:0.00031153781151209035 Objective Value:87.4613606282225 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.969805691614776e-10 Stepsize:0.0002492302492096723 Objective Value:87.46136062822285 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.972158259743552e-10 Stepsize:0.00019938419936773785 Objective Value:87.4613606282232 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.974040295615236e-10 Stepsize:0.0001595073594941903 Objective Value:87.46136062822347 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 6.975545948839269e-10 Stepsize:0.00012760588759535226 Objective Value:87.46136062822372 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 6.976750453237781e-10 Stepsize:0.00010208471007628181 Objective Value:87.46136062822387 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 6.977714062753584e-10 Stepsize:8.166776806102545e-05 Objective Value:87.46136062822401 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 6.978484946253034e-10 Stepsize:6.533421444882036e-05 Objective Value:87.46136062822418 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 6.979101659320637e-10 Stepsize:5.2267371559056295e-05 Objective Value:87.46136062822424 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 6.979595026908361e-10 Stepsize:4.1813897247245036e-05 Objective Value:87.46136062822428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 6.979989720917553e-10 Stepsize:3.345111779779603e-05 Objective Value:87.46136062822438 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 6.980305478079859e-10 Stepsize:2.6760894238236826e-05 Objective Value:87.4613606282244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 6.980558076704792e-10 Stepsize:2.1408715390589462e-05 Objective Value:87.46136062822447 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 6.980760161012196e-10 Stepsize:1.712697231247157e-05 Objective Value:87.46136062822445 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 6.980921826313432e-10 Stepsize:1.3701577849977256e-05 Objective Value:87.46136062822447 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 6.981051165195159e-10 Stepsize:1.0961262279981805e-05 Objective Value:87.46136062822451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 6.981154627474458e-10 Stepsize:8.769009823985445e-06 Objective Value:87.46136062822457 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 6.981237391893826e-10 Stepsize:7.015207859188356e-06 Objective Value:87.46136062822454 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 6.981303621789607e-10 Stepsize:5.612166287350686e-06 Objective Value:87.46136062822455 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 6.981356591604827e-10 Stepsize:4.489733029880549e-06 Objective Value:87.46136062822455 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 6.981398976472822e-10 Stepsize:3.5917864239044394e-06 Objective Value:87.46136062822461 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 6.981432878864892e-10 Stepsize:2.873429139123552e-06 Objective Value:87.46136062822461 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.4613606092666 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46136056787853 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46136045122907 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46136015410573 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46135936798932 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46135731868942 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46135194959628 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46133793472649 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46130147805573 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.4612077489091 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46097388003884 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.46043392298243 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45940398963546 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45810569401375 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45729047143622 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45708771689371 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45707326428513 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.45707297840508 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(505.6367954, dtype=float64), 'logtau': Array(5.2334696, dtype=float64), 'logamp': Array(0.09099549, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.54100422, dtype=float64), 'logtau': Array(0.0934558, dtype=float64), 'logamp': Array(0.06068227, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11932.322521632046
And log height: -87.46...
log-evidence is ~-90.31
Seems to have converged at iteration 26 / 64 with tolerance 3.81e-05
:::::::::::::::::::::::
Scanning at lag=518.44 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.1180459819668112e-05 Stepsize:1.0 Objective Value:86.33688681623697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.1179506741395343e-05 Stepsize:0.8 Objective Value:86.33688457938464 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.1178744285253772e-05 Stepsize:0.6400000000000001 Objective Value:86.33688279004016 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.1178134324487197e-05 Stepsize:0.5120000000000001 Objective Value:86.33688135865232 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.1177646358527383e-05 Stepsize:0.40960000000000013 Objective Value:86.33688021359826 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.1177255987458004e-05 Stepsize:0.32768000000000014 Objective Value:86.33687929759101 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176943691689975e-05 Stepsize:0.2621440000000001 Objective Value:86.33687856480822 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176693855768696e-05 Stepsize:0.2097152000000001 Objective Value:86.33687797859677 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176493987479548e-05 Stepsize:0.1677721600000001 Objective Value:86.33687750963699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176334093132504e-05 Stepsize:0.13421772800000006 Objective Value:86.33687713447523 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176206177836859e-05 Stepsize:0.10737418240000006 Objective Value:86.33687683434967 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.117610384571762e-05 Stepsize:0.08589934592000005 Objective Value:86.33687659425166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.1176021980095483e-05 Stepsize:0.06871947673600004 Objective Value:86.33687640217491 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175956487646318e-05 Stepsize:0.054975581388800036 Objective Value:86.3368762485145 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.117590409371778e-05 Stepsize:0.043980465111040035 Objective Value:86.3368761255868 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175862178594397e-05 Stepsize:0.03518437208883203 Objective Value:86.33687602724507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175828646507838e-05 Stepsize:0.028147497671065627 Objective Value:86.33687594857192 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175801820847649e-05 Stepsize:0.022517998136852502 Objective Value:86.3368758856336 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175780360324227e-05 Stepsize:0.018014398509482003 Objective Value:86.33687583528307 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175763191909425e-05 Stepsize:0.014411518807585602 Objective Value:86.33687579500264 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175749457178753e-05 Stepsize:0.011529215046068483 Objective Value:86.33687576277839 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175738469394584e-05 Stepsize:0.009223372036854787 Objective Value:86.33687573699909 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175729679170394e-05 Stepsize:0.00737869762948383 Objective Value:86.33687571637562 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175722646990129e-05 Stepsize:0.005902958103587064 Objective Value:86.33687569987676 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175717021246016e-05 Stepsize:0.004722366482869652 Objective Value:86.33687568667777 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175712520652088e-05 Stepsize:0.0037778931862957215 Objective Value:86.33687567611858 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175708920176064e-05 Stepsize:0.0030223145490365774 Objective Value:86.33687566767121 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.11757060397956e-05 Stepsize:0.002417851639229262 Objective Value:86.33687566091334 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175703735491067e-05 Stepsize:0.0019342813113834097 Objective Value:86.336875655507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.1175701892047652e-05 Stepsize:0.0015474250491067279 Objective Value:86.33687565118198 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.2553237242043585e-09 Stepsize:0.0018569100589280734 Objective Value:86.33687565113972 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.2595422115698858e-09 Stepsize:0.0014855280471424588 Objective Value:86.33687565114815 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.2629170043789173e-09 Stepsize:0.0011884224377139672 Objective Value:86.33687565115494 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.2656168355009298e-09 Stepsize:0.0009507379501711738 Objective Value:86.33687565116034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.267776702234907e-09 Stepsize:0.0007605903601369392 Objective Value:86.33687565116472 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.269504593244976e-09 Stepsize:0.0006084722881095514 Objective Value:86.33687565116816 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.2708869091782435e-09 Stepsize:0.00048677783048764115 Objective Value:86.33687565117091 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.2719927589378807e-09 Stepsize:0.00038942226439011294 Objective Value:86.3368756511731 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.2728774401686058e-09 Stepsize:0.00031153781151209035 Objective Value:86.33687565117488 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.273585185384934e-09 Stepsize:0.0002492302492096723 Objective Value:86.33687565117626 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.274151382112295e-09 Stepsize:0.00019938419936773785 Objective Value:86.33687565117742 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2746043397774316e-09 Stepsize:0.0001595073594941903 Objective Value:86.33687565117839 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.274966704531249e-09 Stepsize:0.00012760588759535226 Objective Value:86.33687565117908 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.2752565954384807e-09 Stepsize:0.00010208471007628181 Objective Value:86.33687565117964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.2754885111959664e-09 Stepsize:8.166776806102545e-05 Objective Value:86.33687565118014 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.2756740390788993e-09 Stepsize:6.533421444882036e-05 Objective Value:86.33687565118046 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2758224661259196e-09 Stepsize:5.2267371559056295e-05 Objective Value:86.33687565118082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.2759412050476094e-09 Stepsize:4.1813897247245036e-05 Objective Value:86.336875651181 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.276036196221553e-09 Stepsize:3.345111779779603e-05 Objective Value:86.33687565118119 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.2761121897678612e-09 Stepsize:2.6760894238236826e-05 Objective Value:86.33687565118139 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.27617298719073e-09 Stepsize:2.1408715390589462e-05 Objective Value:86.33687565118147 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.276221622731583e-09 Stepsize:1.712697231247157e-05 Objective Value:86.33687565118157 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2762605297398945e-09 Stepsize:1.3701577849977256e-05 Objective Value:86.33687565118164 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.276291656703152e-09 Stepsize:1.0961262279981805e-05 Objective Value:86.33687565118171 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2763165590448966e-09 Stepsize:8.769009823985445e-06 Objective Value:86.3368756511818 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.276336480080746e-09 Stepsize:7.015207859188356e-06 Objective Value:86.33687565118181 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.276352417249594e-09 Stepsize:5.612166287350686e-06 Objective Value:86.33687565118187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.276365166504913e-09 Stepsize:4.489733029880549e-06 Objective Value:86.33687565118187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.27637536631981e-09 Stepsize:3.5917864239044394e-06 Objective Value:86.33687565118186 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.276383525564574e-09 Stepsize:2.873429139123552e-06 Objective Value:86.33687565118193 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33687555631028 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33687531344816 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33687467214119 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33687299838827 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33686861032214 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33685712624226 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33682705959474 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33674844017285 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33654347672913 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33467771149742 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.33151722344383 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.32519445378384 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.31670117074079 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.31107528484857 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.30943730530156 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.30928189785857 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.30927906594033 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:86.3092790346832 Decrease Error:0.0
Change of 0.03 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(518.4351956, dtype=float64), 'logtau': Array(5.28151559, dtype=float64), 'logamp': Array(0.09613856, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.6104524, dtype=float64), 'logtau': Array(0.11272545, dtype=float64), 'logamp': Array(0.06411433, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11947.819261746914
And log height: -86.31...
log-evidence is ~-89.17
Seems to have converged at iteration 27 / 64 with tolerance 1.62e-05
:::::::::::::::::::::::
Scanning at lag=531.23 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.128914398182037e-07 Stepsize:1.0 Objective Value:82.59747151857938 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.128326679656623e-07 Stepsize:0.8 Objective Value:82.59747143595474 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.1278565063831945e-07 Stepsize:0.6400000000000001 Objective Value:82.59747136986351 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.12748036875427e-07 Stepsize:0.5120000000000001 Objective Value:82.5974713169959 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.127179459283913e-07 Stepsize:0.40960000000000013 Objective Value:82.59747127470531 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.126938732114418e-07 Stepsize:0.32768000000000014 Objective Value:82.59747124087507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.1267461506378387e-07 Stepsize:0.2621440000000001 Objective Value:82.59747121381226 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.126592085624395e-07 Stepsize:0.2097152000000001 Objective Value:82.5974711921629 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.126468833716621e-07 Stepsize:0.1677721600000001 Objective Value:82.59747117484405 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.126370232261779e-07 Stepsize:0.13421772800000006 Objective Value:82.59747116098931 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.126291351138795e-07 Stepsize:0.10737418240000006 Objective Value:82.59747114990579 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.1262282462699096e-07 Stepsize:0.08589934592000005 Objective Value:82.5974711410391 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.126177762392848e-07 Stepsize:0.06871947673600004 Objective Value:82.59747113394585 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.1261373753027396e-07 Stepsize:0.054975581388800036 Objective Value:82.59747112827131 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.1261050656359944e-07 Stepsize:0.043980465111040035 Objective Value:82.59747112373172 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.126079217908504e-07 Stepsize:0.03518437208883203 Objective Value:82.5974711201001 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.1260585397303416e-07 Stepsize:0.028147497671065627 Objective Value:82.59747111719477 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.126041997188111e-07 Stepsize:0.022517998136852502 Objective Value:82.59747111487056 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.126028763157047e-07 Stepsize:0.018014398509482003 Objective Value:82.59747111301117 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.126018175931295e-07 Stepsize:0.014411518807585602 Objective Value:82.59747111152366 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.12600970615161e-07 Stepsize:0.011529215046068483 Objective Value:82.59747111033369 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.1260029303291965e-07 Stepsize:0.009223372036854787 Objective Value:82.59747110938169 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.125997509671136e-07 Stepsize:0.00737869762948383 Objective Value:82.59747110862011 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.1259931731421914e-07 Stepsize:0.005902958103587064 Objective Value:82.59747110801084 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.1259897039245546e-07 Stepsize:0.004722366482869652 Objective Value:82.59747110752338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.125986928547498e-07 Stepsize:0.0037778931862957215 Objective Value:82.59747110713346 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.1259847082440275e-07 Stepsize:0.0030223145490365774 Objective Value:82.5974711068215 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.1259829320050803e-07 Stepsize:0.002417851639229262 Objective Value:82.59747110657194 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.125981511012505e-07 Stepsize:0.0019342813113834097 Objective Value:82.59747110637232 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.1259803742175676e-07 Stepsize:0.0015474250491067279 Objective Value:82.59747110621257 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.4067097632740278e-10 Stepsize:0.0018569100589280734 Objective Value:82.59747110620985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.4187939147821756e-10 Stepsize:0.0014855280471424588 Objective Value:82.59747110621043 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.4284612274411157e-10 Stepsize:0.0011884224377139672 Objective Value:82.59747110621083 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.4361950794605393e-10 Stepsize:0.0009507379501711738 Objective Value:82.59747110621122 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4423821695362433e-10 Stepsize:0.0007605903601369392 Objective Value:82.59747110621149 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.4473318281713343e-10 Stepsize:0.0006084722881095514 Objective Value:82.59747110621166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.451291565101501e-10 Stepsize:0.00048677783048764115 Objective Value:82.59747110621188 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.4544593492822216e-10 Stepsize:0.00038942226439011294 Objective Value:82.59747110621201 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.4569935759847472e-10 Stepsize:0.00031153781151209035 Objective Value:82.59747110621214 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.459020966377833e-10 Stepsize:0.0002492302492096723 Objective Value:82.59747110621223 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.4606428671319959e-10 Stepsize:0.00019938419936773785 Objective Value:82.5974711062123 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.4619403948063572e-10 Stepsize:0.0001595073594941903 Objective Value:82.59747110621234 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.4629784212657144e-10 Stepsize:0.00012760588759535226 Objective Value:82.59747110621242 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.4638088264479943e-10 Stepsize:0.00010208471007628181 Objective Value:82.59747110621247 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.464473160868328e-10 Stepsize:8.166776806102545e-05 Objective Value:82.59747110621247 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.4650046274389772e-10 Stepsize:6.533421444882036e-05 Objective Value:82.59747110621248 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.4654298007175195e-10 Stepsize:5.2267371559056295e-05 Objective Value:82.59747110621252 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.465769944110843e-10 Stepsize:4.1813897247245036e-05 Objective Value:82.59747110621254 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.466042052843755e-10 Stepsize:3.345111779779603e-05 Objective Value:82.59747110621257 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4662597385747818e-10 Stepsize:2.6760894238236826e-05 Objective Value:82.59747110621255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.4664338940290405e-10 Stepsize:2.1408715390589462e-05 Objective Value:82.59747110621252 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.4665732108911236e-10 Stepsize:1.712697231247157e-05 Objective Value:82.59747110621257 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.4666846635456156e-10 Stepsize:1.3701577849977256e-05 Objective Value:82.59747110621258 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4667738347019686e-10 Stepsize:1.0961262279981805e-05 Objective Value:82.59747110621257 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.4668451599667954e-10 Stepsize:8.769009823985445e-06 Objective Value:82.59747110621255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.4669022273462497e-10 Stepsize:7.015207859188356e-06 Objective Value:82.59747110621258 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4669478872756055e-10 Stepsize:5.612166287350686e-06 Objective Value:82.59747110621255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.4669844038231088e-10 Stepsize:4.489733029880549e-06 Objective Value:82.59747110621255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.467013630262967e-10 Stepsize:3.5917864239044394e-06 Objective Value:82.59747110621258 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.4670369975387599e-10 Stepsize:2.873429139123552e-06 Objective Value:82.5974711062126 Decrease Error:2.842170943040401e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747110474626 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747110069775 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747109030732 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747106289608 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747099134383 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747080382827 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59747031326629 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59746902985377 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59746567789477 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59745695692774 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.5974345010739 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59737821625048 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59724655384096 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.5969863658237 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59663015134241 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59637505501149 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59630283620297 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59629667866591 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.59629652241921 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(531.2335958, dtype=float64), 'logtau': Array(5.29040996, dtype=float64), 'logamp': Array(0.1033988, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.68135922, dtype=float64), 'logtau': Array(0.11629487, dtype=float64), 'logamp': Array(0.06895985, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11922.587507540558
And log height: -82.60...
log-evidence is ~-85.45
Seems to have converged at iteration 28 / 64 with tolerance 7.96e-05
:::::::::::::::::::::::
Scanning at lag=544.03 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672290926807335 Stepsize:1.0 Objective Value:83.16352561509967 Decrease Error:0.5672290926807335
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672287758225707 Stepsize:0.8 Objective Value:83.16352529824157 Decrease Error:0.5672287758225707
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672285224128473 Stepsize:0.6400000000000001 Objective Value:83.16352504483189 Decrease Error:0.5672285224128473
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672283197342836 Stepsize:0.5120000000000001 Objective Value:83.16352484215335 Decrease Error:0.5672283197342836
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672281576228784 Stepsize:0.40960000000000013 Objective Value:83.16352468004197 Decrease Error:0.5672281576228784
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672280279538455 Stepsize:0.32768000000000014 Objective Value:83.16352455037297 Decrease Error:0.5672280279538455
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672279242315454 Stepsize:0.2621440000000001 Objective Value:83.16352444665068 Decrease Error:0.5672279242315454
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672278412619818 Stepsize:0.2097152000000001 Objective Value:83.16352436368113 Decrease Error:0.5672278412619818
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672277748915349 Stepsize:0.1677721600000001 Objective Value:83.1635242973107 Decrease Error:0.5672277748915349
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672277217986164 Stepsize:0.13421772800000006 Objective Value:83.16352424421778 Decrease Error:0.5672277217986164
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672276793264075 Stepsize:0.10737418240000006 Objective Value:83.16352420174559 Decrease Error:0.5672276793264075
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672276453500729 Stepsize:0.08589934592000005 Objective Value:83.16352416776925 Decrease Error:0.5672276453500729
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672276181698521 Stepsize:0.06871947673600004 Objective Value:83.16352414058905 Decrease Error:0.5672276181698521
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275964262496 Stepsize:0.054975581388800036 Objective Value:83.16352411884544 Decrease Error:0.5672275964262496
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275790317514 Stepsize:0.043980465111040035 Objective Value:83.16352410145095 Decrease Error:0.5672275790317514
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275651163545 Stepsize:0.03518437208883203 Objective Value:83.16352408753555 Decrease Error:0.5672275651163545
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275539842104 Stepsize:0.028147497671065627 Objective Value:83.1635240764034 Decrease Error:0.5672275539842104
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275450785946 Stepsize:0.022517998136852502 Objective Value:83.1635240674978 Decrease Error:0.5672275450785946
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275379541531 Stepsize:0.018014398509482003 Objective Value:83.16352406037336 Decrease Error:0.5672275379541531
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275322546341 Stepsize:0.014411518807585602 Objective Value:83.16352405467384 Decrease Error:0.5672275322546341
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275276949961 Stepsize:0.011529215046068483 Objective Value:83.1635240501142 Decrease Error:0.5672275276949961
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275240473823 Stepsize:0.009223372036854787 Objective Value:83.16352404646659 Decrease Error:0.5672275240473823
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275211292828 Stepsize:0.00737869762948383 Objective Value:83.16352404354849 Decrease Error:0.5672275211292828
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275187947378 Stepsize:0.005902958103587064 Objective Value:83.16352404121395 Decrease Error:0.5672275187947378
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275169271472 Stepsize:0.004722366482869652 Objective Value:83.16352403934636 Decrease Error:0.5672275169271472
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 0.567227515433089 Stepsize:0.0037778931862957215 Objective Value:83.1635240378523 Decrease Error:0.567227515433089
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275142379135 Stepsize:0.0030223145490365774 Objective Value:83.16352403665712 Decrease Error:0.5672275142379135
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275132816935 Stepsize:0.002417851639229262 Objective Value:83.1635240357009 Decrease Error:0.5672275132816935
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 0.5672275125167374 Stepsize:0.0019342813113834097 Objective Value:83.16352403493595 Decrease Error:0.5672275125167374
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 0.567227511904747 Stepsize:0.0015474250491067279 Objective Value:83.16352403432396 Decrease Error:0.567227511904747
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.2260710650199117e-09 Stepsize:0.0018569100589280734 Objective Value:83.16352403429937 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.2465763365983631e-09 Stepsize:0.0014855280471424588 Objective Value:83.16352403430432 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.262980553538537e-09 Stepsize:0.0011884224377139672 Objective Value:83.1635240343082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.2761039284127253e-09 Stepsize:0.0009507379501711738 Objective Value:83.16352403431137 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.2866026265319514e-09 Stepsize:0.0007605903601369392 Objective Value:83.16352403431385 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.295001584398495e-09 Stepsize:0.0006084722881095514 Objective Value:83.16352403431588 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.3017207532023356e-09 Stepsize:0.00048677783048764115 Objective Value:83.16352403431749 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.3070960854244495e-09 Stepsize:0.00038942226439011294 Objective Value:83.16352403431877 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.311396351290232e-09 Stepsize:0.00031153781151209035 Objective Value:83.16352403431979 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.3148365649938767e-09 Stepsize:0.0002492302492096723 Objective Value:83.16352403432064 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.3175887394858704e-09 Stepsize:0.00019938419936773785 Objective Value:83.16352403432133 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.3197904732830495e-09 Stepsize:0.0001595073594941903 Objective Value:83.16352403432187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.3215518611156485e-09 Stepsize:0.00012760588759535226 Objective Value:83.16352403432222 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.322960972665152e-09 Stepsize:0.00010208471007628181 Objective Value:83.1635240343226 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.324088262593901e-09 Stepsize:8.166776806102545e-05 Objective Value:83.16352403432286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.3249900949780347e-09 Stepsize:6.533421444882036e-05 Objective Value:83.16352403432306 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.3257115596784893e-09 Stepsize:5.2267371559056295e-05 Objective Value:83.16352403432323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.3262887315235562e-09 Stepsize:4.1813897247245036e-05 Objective Value:83.1635240343234 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.3267504708332666e-09 Stepsize:3.345111779779603e-05 Objective Value:83.16352403432353 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.3271198595129313e-09 Stepsize:2.6760894238236826e-05 Objective Value:83.16352403432361 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.327415369785813e-09 Stepsize:2.1408715390589462e-05 Objective Value:83.16352403432364 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.3276517788938417e-09 Stepsize:1.712697231247157e-05 Objective Value:83.1635240343237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.327840906602426e-09 Stepsize:1.3701577849977256e-05 Objective Value:83.16352403432377 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.3279922112948067e-09 Stepsize:1.0961262279981805e-05 Objective Value:83.16352403432386 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.328113252370732e-09 Stepsize:8.769009823985445e-06 Objective Value:83.16352403432386 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.3282100846792067e-09 Stepsize:7.015207859188356e-06 Objective Value:83.16352403432384 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.328287553655265e-09 Stepsize:5.612166287350686e-06 Objective Value:83.16352403432388 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.3283495246185652e-09 Stepsize:4.489733029880549e-06 Objective Value:83.16352403432393 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.3283991065052844e-09 Stepsize:3.5917864239044394e-06 Objective Value:83.16352403432387 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.3284387694193508e-09 Stepsize:2.873429139123552e-06 Objective Value:83.1635240343239 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352402972245 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352402248484 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352399862024 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.1635239410177 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352378532622 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352338264824 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16352232386375 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16351955920493 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16351233334993 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16349353940382 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16344514671012 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16332390396985 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16304062277149 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16248221914803 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16171764842696 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.1611629837876 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16100558547701 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16099264103958 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.16099228662364 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(544.031996, dtype=float64), 'logtau': Array(5.31803412, dtype=float64), 'logamp': Array(0.11275077, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.75395561, dtype=float64), 'logtau': Array(0.12738563, dtype=float64), 'logamp': Array(0.0752026, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11554.119795231432
And log height: -83.16...
log-evidence is ~-86.00
Seems to have converged at iteration 29 / 64 with tolerance 6.92e-05
:::::::::::::::::::::::
Scanning at lag=556.83 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.893022738083461e-06 Stepsize:1.0 Objective Value:82.86446286495082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.891655434563959e-06 Stepsize:0.8 Objective Value:82.86446168525798 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.8905616082227905e-06 Stepsize:0.6400000000000001 Objective Value:82.86446074170057 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.889686557695323e-06 Stepsize:0.5120000000000001 Objective Value:82.86445998698066 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.888986524019606e-06 Stepsize:0.40960000000000013 Objective Value:82.86445938328542 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.8884265013982034e-06 Stepsize:0.32768000000000014 Objective Value:82.8644589003808 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.887978486065292e-06 Stepsize:0.2621440000000001 Objective Value:82.86445851409016 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.88762007556821e-06 Stepsize:0.2097152000000001 Objective Value:82.86445820507872 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.887333348303121e-06 Stepsize:0.1677721600000001 Objective Value:82.86445795788316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.887103967214216e-06 Stepsize:0.13421772800000006 Objective Value:82.86445776013535 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.88692046280617e-06 Stepsize:0.10737418240000006 Objective Value:82.86445760194269 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.886773659578362e-06 Stepsize:0.08589934592000005 Objective Value:82.86445747539202 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.886656217185603e-06 Stepsize:0.06871947673600004 Objective Value:82.86445737415382 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.886562263392795e-06 Stepsize:0.054975581388800036 Objective Value:82.86445729316475 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.886487100436885e-06 Stepsize:0.043980465111040035 Objective Value:82.8644572283743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.886426970120337e-06 Stepsize:0.03518437208883203 Objective Value:82.86445717654263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.886378865899907e-06 Stepsize:0.028147497671065627 Objective Value:82.86445713507769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.8863403825440146e-06 Stepsize:0.022517998136852502 Objective Value:82.86445710190597 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.886309595871426e-06 Stepsize:0.018014398509482003 Objective Value:82.86445707536868 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.886284966543172e-06 Stepsize:0.014411518807585602 Objective Value:82.864457054139 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.88626526308494e-06 Stepsize:0.011529215046068483 Objective Value:82.86445703715532 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.8862495003232626e-06 Stepsize:0.009223372036854787 Objective Value:82.86445702356842 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.886236890114236e-06 Stepsize:0.00737869762948383 Objective Value:82.86445701269889 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.886226801948124e-06 Stepsize:0.005902958103587064 Objective Value:82.86445700400333 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.886218731419253e-06 Stepsize:0.004722366482869652 Objective Value:82.86445699704686 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.886212274994672e-06 Stepsize:0.0037778931862957215 Objective Value:82.8644569914817 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.886207109855313e-06 Stepsize:0.0030223145490365774 Objective Value:82.86445698702957 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.886202977743698e-06 Stepsize:0.002417851639229262 Objective Value:82.86445698346789 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.886199672054893e-06 Stepsize:0.0019342813113834097 Objective Value:82.8644569806185 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.886197027503411e-06 Stepsize:0.0015474250491067279 Objective Value:82.86445697833909 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.994952723585244e-09 Stepsize:0.0018569100589280734 Objective Value:82.86445697830104 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.0058241139451965e-09 Stepsize:0.0014855280471424588 Objective Value:82.86445697830865 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.0145212222659896e-09 Stepsize:0.0011884224377139672 Objective Value:82.86445697831473 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.0214789116751423e-09 Stepsize:0.0009507379501711738 Objective Value:82.86445697831958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.027045062358142e-09 Stepsize:0.0007605903601369392 Objective Value:82.86445697832352 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.0314979815248946e-09 Stepsize:0.0006084722881095514 Objective Value:82.86445697832657 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.0350603143741184e-09 Stepsize:0.00048677783048764115 Objective Value:82.86445697832905 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.0379101842300094e-09 Stepsize:0.00038942226439011294 Objective Value:82.86445697833108 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.0401900806622442e-09 Stepsize:0.00031153781151209035 Objective Value:82.86445697833267 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.0420139946408065e-09 Stepsize:0.0002492302492096723 Objective Value:82.86445697833396 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.0434731296793503e-09 Stepsize:0.00019938419936773785 Objective Value:82.86445697833499 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.044640435541781e-09 Stepsize:0.0001595073594941903 Objective Value:82.86445697833578 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.0455742777583894e-09 Stepsize:0.00012760588759535226 Objective Value:82.86445697833642 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.0463213556746836e-09 Stepsize:0.00010208471007628181 Objective Value:82.86445697833699 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.046919016558954e-09 Stepsize:8.166776806102545e-05 Objective Value:82.86445697833737 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.047397145549618e-09 Stepsize:6.533421444882036e-05 Objective Value:82.86445697833773 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.047779647664723e-09 Stepsize:5.2267371559056295e-05 Objective Value:82.864456978338 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.0480856503922205e-09 Stepsize:4.1813897247245036e-05 Objective Value:82.86445697833821 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.0483304513300963e-09 Stepsize:3.345111779779603e-05 Objective Value:82.86445697833841 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.0485262937568446e-09 Stepsize:2.6760894238236826e-05 Objective Value:82.86445697833851 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.04868296408785e-09 Stepsize:2.1408715390589462e-05 Objective Value:82.86445697833864 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.0488083032393426e-09 Stepsize:1.712697231247157e-05 Objective Value:82.8644569783387 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.0489085717334796e-09 Stepsize:1.3701577849977256e-05 Objective Value:82.86445697833877 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.048988791777683e-09 Stepsize:1.0961262279981805e-05 Objective Value:82.8644569783388 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.049052964742043e-09 Stepsize:8.769009823985445e-06 Objective Value:82.8644569783389 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.0491043045744933e-09 Stepsize:7.015207859188356e-06 Objective Value:82.86445697833894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.0491453736242385e-09 Stepsize:5.612166287350686e-06 Objective Value:82.86445697833892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.0491782319838264e-09 Stepsize:4.489733029880549e-06 Objective Value:82.86445697833898 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.0492045196039106e-09 Stepsize:3.5917864239044394e-06 Objective Value:82.864456978339 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.0492255462617018e-09 Stepsize:2.873429139123552e-06 Objective Value:82.86445697833895 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445695474336 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445691009061 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445677582999 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445644159033 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445554923691 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86445323058982 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86444714591201 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86443125790854 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86438983256399 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86428274930002 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86401174944952 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86336340019349 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.86201783522807 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.8600064082451 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.8583630858396 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.85778037370027 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.85771342744191 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.85771154393578 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.85771152016022 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(556.8303962, dtype=float64), 'logtau': Array(5.35032674, dtype=float64), 'logamp': Array(0.11995625, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.82850154, dtype=float64), 'logtau': Array(0.14036068, dtype=float64), 'logamp': Array(0.08001349, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11486.530286271121
And log height: -82.86...
log-evidence is ~-85.69
Seems to have converged at iteration 30 / 64 with tolerance 1.51e-05
:::::::::::::::::::::::
Scanning at lag=569.63 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419371279126494 Stepsize:1.0 Objective Value:84.09964864807286 Decrease Error:1.2419371279126494
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419370579262363 Stepsize:0.8 Objective Value:84.09964857808644 Decrease Error:1.2419370579262363
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.241937001942489 Stepsize:0.6400000000000001 Objective Value:84.0996485221027 Decrease Error:1.241937001942489
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419369571589272 Stepsize:0.5120000000000001 Objective Value:84.09964847731914 Decrease Error:1.2419369571589272
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419369213341724 Stepsize:0.40960000000000013 Objective Value:84.09964844149438 Decrease Error:1.2419369213341724
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368926758096 Stepsize:0.32768000000000014 Objective Value:84.09964841283603 Decrease Error:1.2419368926758096
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.241936869750063 Stepsize:0.2621440000000001 Objective Value:84.09964838991029 Decrease Error:1.241936869750063
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368514099887 Stepsize:0.2097152000000001 Objective Value:84.09964837157021 Decrease Error:1.2419368514099887
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368367382333 Stepsize:0.1677721600000001 Objective Value:84.09964835689846 Decrease Error:1.2419368367382333
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368250011615 Stepsize:0.13421772800000006 Objective Value:84.09964834516138 Decrease Error:1.2419368250011615
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368156115809 Stepsize:0.10737418240000006 Objective Value:84.0996483357718 Decrease Error:1.2419368156115809
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368081000925 Stepsize:0.08589934592000005 Objective Value:84.09964832826032 Decrease Error:1.2419368081000925
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419368020908905 Stepsize:0.06871947673600004 Objective Value:84.09964832225111 Decrease Error:1.2419368020908905
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367972836426 Stepsize:0.054975581388800036 Objective Value:84.09964831744387 Decrease Error:1.2419367972836426
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367934377732 Stepsize:0.043980465111040035 Objective Value:84.099648313598 Decrease Error:1.2419367934377732
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.24193679036118 Stepsize:0.03518437208883203 Objective Value:84.0996483105214 Decrease Error:1.24193679036118
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367878998457 Stepsize:0.028147497671065627 Objective Value:84.09964830806007 Decrease Error:1.2419367878998457
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367859308181 Stepsize:0.022517998136852502 Objective Value:84.09964830609104 Decrease Error:1.2419367859308181
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367843556302 Stepsize:0.018014398509482003 Objective Value:84.09964830451585 Decrease Error:1.2419367843556302
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367830954258 Stepsize:0.014411518807585602 Objective Value:84.09964830325565 Decrease Error:1.2419367830954258
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367820872935 Stepsize:0.011529215046068483 Objective Value:84.09964830224752 Decrease Error:1.2419367820872935
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367812807849 Stepsize:0.009223372036854787 Objective Value:84.09964830144101 Decrease Error:1.2419367812807849
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367806356263 Stepsize:0.00737869762948383 Objective Value:84.09964830079585 Decrease Error:1.2419367806356263
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.241936780119417 Stepsize:0.005902958103587064 Objective Value:84.09964830027964 Decrease Error:1.241936780119417
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.241936779706478 Stepsize:0.004722366482869652 Objective Value:84.0996482998667 Decrease Error:1.241936779706478
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367793761467 Stepsize:0.0037778931862957215 Objective Value:84.09964829953637 Decrease Error:1.2419367793761467
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.24193677911191 Stepsize:0.0030223145490365774 Objective Value:84.09964829927213 Decrease Error:1.24193677911191
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367789004383 Stepsize:0.002417851639229262 Objective Value:84.09964829906066 Decrease Error:1.2419367789004383
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.2419367787312723 Stepsize:0.0019342813113834097 Objective Value:84.0996482988915 Decrease Error:1.2419367787312723
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.241936778596056 Stepsize:0.0015474250491067279 Objective Value:84.09964829875628 Decrease Error:1.241936778596056
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 8.312226894144611e-11 Stepsize:0.0018569100589280734 Objective Value:84.09964829875467 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 8.342537092347616e-11 Stepsize:0.0014855280471424588 Objective Value:84.09964829875496 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 8.366785242891497e-11 Stepsize:0.0011884224377139672 Objective Value:84.09964829875523 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.386183772152685e-11 Stepsize:0.0009507379501711738 Objective Value:84.09964829875543 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 8.401702646866421e-11 Stepsize:0.0007605903601369392 Objective Value:84.0996482987556 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 8.414117647737843e-11 Stepsize:0.0006084722881095514 Objective Value:84.09964829875571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 8.424049737076978e-11 Stepsize:0.00048677783048764115 Objective Value:84.09964829875584 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 8.431995385373465e-11 Stepsize:0.00038942226439011294 Objective Value:84.09964829875592 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.438351836214138e-11 Stepsize:0.00031153781151209035 Objective Value:84.09964829875595 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.443437089526669e-11 Stepsize:0.0002492302492096723 Objective Value:84.09964829875602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.447505268197191e-11 Stepsize:0.00019938419936773785 Objective Value:84.09964829875608 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.450759828946712e-11 Stepsize:0.0001595073594941903 Objective Value:84.0996482987561 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.453363394350753e-11 Stepsize:0.00012760588759535226 Objective Value:84.09964829875615 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.455446316808313e-11 Stepsize:0.00010208471007628181 Objective Value:84.09964829875612 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.457112637672766e-11 Stepsize:8.166776806102545e-05 Objective Value:84.09964829875616 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.458445698845133e-11 Stepsize:6.533421444882036e-05 Objective Value:84.0996482987562 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.45951214788467e-11 Stepsize:5.2267371559056295e-05 Objective Value:84.09964829875616 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.460365293021672e-11 Stepsize:4.1813897247245036e-05 Objective Value:84.0996482987562 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.461047811121801e-11 Stepsize:3.345111779779603e-05 Objective Value:84.0996482987562 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.461593859466281e-11 Stepsize:2.6760894238236826e-05 Objective Value:84.09964829875622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.462030647167423e-11 Stepsize:2.1408715390589462e-05 Objective Value:84.0996482987562 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.462380126185196e-11 Stepsize:1.712697231247157e-05 Objective Value:84.09964829875626 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.462659684666053e-11 Stepsize:1.3701577849977256e-05 Objective Value:84.09964829875625 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.46288334536749e-11 Stepsize:1.0961262279981805e-05 Objective Value:84.09964829875624 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.463062250203246e-11 Stepsize:8.769009823985445e-06 Objective Value:84.09964829875628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.46320537018397e-11 Stepsize:7.015207859188356e-06 Objective Value:84.09964829875624 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.463319847957341e-11 Stepsize:5.612166287350686e-06 Objective Value:84.09964829875622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.463411488536608e-11 Stepsize:4.489733029880549e-06 Objective Value:84.09964829875625 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.46348478246694e-11 Stepsize:3.5917864239044394e-06 Objective Value:84.09964829875625 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.463543383721418e-11 Stepsize:2.873429139123552e-06 Objective Value:84.09964829875622 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964829681499 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964829145672 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964827770574 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964824142867 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964814673717 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964789860138 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964724959963 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.0996455527117 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09964112801222 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09962966485699 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09960047386706 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09952936952102 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09937445156622 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09911398909536 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09885127359287 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09873230403005 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09871390927593 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09871310650794 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:84.09871309478697 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(569.6287964, dtype=float64), 'logtau': Array(5.35835045, dtype=float64), 'logamp': Array(0.12653034, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.90529298, dtype=float64), 'logtau': Array(0.14358637, dtype=float64), 'logamp': Array(0.08440363, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11136.867804063815
And log height: -84.10...
log-evidence is ~-86.92
Seems to have converged at iteration 31 / 64 with tolerance 9.83e-06
:::::::::::::::::::::::
Scanning at lag=582.43 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.593276731723146e-08 Stepsize:1.0 Objective Value:83.08167003977803 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 9.591386280594527e-08 Stepsize:0.8 Objective Value:83.08167002057628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 9.589873922660913e-08 Stepsize:0.6400000000000001 Objective Value:83.08167000521769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.588664038201008e-08 Stepsize:0.5120000000000001 Objective Value:83.08166999293255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.587696131868287e-08 Stepsize:0.40960000000000013 Objective Value:83.0816699831055 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.5869218075862e-08 Stepsize:0.32768000000000014 Objective Value:83.08166997524461 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.586302348648523e-08 Stepsize:0.2621440000000001 Objective Value:83.08166996895632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.585806781792056e-08 Stepsize:0.2097152000000001 Objective Value:83.08166996392609 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.585410328555614e-08 Stepsize:0.1677721600000001 Objective Value:83.08166995990203 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.585093166054475e-08 Stepsize:0.13421772800000006 Objective Value:83.0816699566829 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.58483943617685e-08 Stepsize:0.10737418240000006 Objective Value:83.08166995410764 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.584636452301524e-08 Stepsize:0.08589934592000005 Objective Value:83.08166995204749 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.584474065239787e-08 Stepsize:0.06871947673600004 Objective Value:83.08166995039943 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.584344155619721e-08 Stepsize:0.054975581388800036 Objective Value:83.08166994908098 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.584240227930208e-08 Stepsize:0.043980465111040035 Objective Value:83.08166994802627 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.58415708579187e-08 Stepsize:0.03518437208883203 Objective Value:83.08166994718246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.584090572093677e-08 Stepsize:0.028147497671065627 Objective Value:83.08166994650747 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.584037361134953e-08 Stepsize:0.022517998136852502 Objective Value:83.08166994596743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.58399479236395e-08 Stepsize:0.018014398509482003 Objective Value:83.0816699455354 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.583960737355771e-08 Stepsize:0.014411518807585602 Objective Value:83.08166994518982 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.583933493337869e-08 Stepsize:0.011529215046068483 Objective Value:83.0816699449133 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.583911698132822e-08 Stepsize:0.009223372036854787 Objective Value:83.08166994469212 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.583894261952784e-08 Stepsize:0.00737869762948383 Objective Value:83.08166994451524 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.583880313019037e-08 Stepsize:0.005902958103587064 Objective Value:83.08166994437366 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.583869153879696e-08 Stepsize:0.004722366482869652 Objective Value:83.08166994426036 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.583860226586537e-08 Stepsize:0.0037778931862957215 Objective Value:83.08166994416979 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.583853084722193e-08 Stepsize:0.0030223145490365774 Objective Value:83.08166994409733 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.583847371221494e-08 Stepsize:0.002417851639229262 Objective Value:83.08166994403936 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.58384280045447e-08 Stepsize:0.0019342813113834097 Objective Value:83.08166994399292 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.583839143818064e-08 Stepsize:0.0015474250491067279 Objective Value:83.08166994395584 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:83.08166994394291 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.2214520677436693e-11 Stepsize:0.0017826336565709507 Objective Value:83.08166994394254 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.224013387548872e-11 Stepsize:0.0014261069252567607 Objective Value:83.08166994394259 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.2260624422834212e-11 Stepsize:0.0011408855402054085 Objective Value:83.08166994394269 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.2277016965912097e-11 Stepsize:0.0009127084321643268 Objective Value:83.08166994394271 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.229013086298566e-11 Stepsize:0.0007301667457314615 Objective Value:83.08166994394273 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.2300622072039367e-11 Stepsize:0.0005841333965851692 Objective Value:83.08166994394284 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.230901511229657e-11 Stepsize:0.0004673067172681354 Objective Value:83.08166994394284 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.231572925151364e-11 Stepsize:0.00037384537381450836 Objective Value:83.08166994394281 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.2321100674949752e-11 Stepsize:0.00029907629905160673 Objective Value:83.08166994394284 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.2325397921695343e-11 Stepsize:0.0002392610392412854 Objective Value:83.0816699439429 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.2328835648957488e-11 Stepsize:0.00019140883139302832 Objective Value:83.08166994394286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.2331585920044476e-11 Stepsize:0.00015312706511442267 Objective Value:83.08166994394286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.233378608558387e-11 Stepsize:0.00012250165209153814 Objective Value:83.08166994394288 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.2335546121792443e-11 Stepsize:9.800132167323052e-05 Objective Value:83.08166994394286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.233695439368835e-11 Stepsize:7.840105733858443e-05 Objective Value:83.0816699439429 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.2338080800547982e-11 Stepsize:6.272084587086754e-05 Objective Value:83.08166994394291 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.233898200167573e-11 Stepsize:5.0176676696694036e-05 Objective Value:83.08166994394286 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.233970293047538e-11 Stepsize:4.014134135735523e-05 Objective Value:83.08166994394293 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.2340279709514e-11 Stepsize:3.211307308588419e-05 Objective Value:83.0816699439429 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.2340741162052235e-11 Stepsize:2.5690458468707354e-05 Objective Value:83.08166994394297 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.2341110183814168e-11 Stepsize:2.0552366774965883e-05 Objective Value:83.08166994394291 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2341405373525736e-11 Stepsize:1.6441893419972708e-05 Objective Value:83.08166994394291 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2341641694870987e-11 Stepsize:1.3153514735978166e-05 Objective Value:83.08166994394291 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2341830707732068e-11 Stepsize:1.0522811788782534e-05 Objective Value:83.08166994394293 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.2341981957323262e-11 Stepsize:8.418249431026028e-06 Objective Value:83.08166994394294 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.2342102998331424e-11 Stepsize:6.734599544820823e-06 Objective Value:83.08166994394297 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.2342199601592026e-11 Stepsize:5.387679635856659e-06 Objective Value:83.08166994394293 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.234227718430428e-11 Stepsize:4.310143708685327e-06 Objective Value:83.08166994394293 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.234233901389778e-11 Stepsize:3.448114966948262e-06 Objective Value:83.0816699439429 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08166994314382 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08166969225722 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08166928535768 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.0816654293279 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08165813357374 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.0816391022812 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08158977124735 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08146406405477 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08115762674726 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.08048987991498 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.0793756329803 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.07829965456004 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.07785102618442 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.07778225423488 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.07777939274614 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:83.0777793588233 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(582.4271966, dtype=float64), 'logtau': Array(5.35547645, dtype=float64), 'logamp': Array(0.13207027, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(0.98467067, dtype=float64), 'logtau': Array(0.14243088, dtype=float64), 'logamp': Array(0.08810379, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11235.112509922687
And log height: -83.08...
log-evidence is ~-85.90
Seems to have converged at iteration 32 / 64 with tolerance 2.90e-05
:::::::::::::::::::::::
Scanning at lag=595.23 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166383578681206 Stepsize:1.0 Objective Value:85.7944177166914 Decrease Error:2.7166383578681206
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166382140132157 Stepsize:0.8 Objective Value:85.7944175728365 Decrease Error:2.7166382140132157
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.716638098938418 Stepsize:0.6400000000000001 Objective Value:85.79441745776171 Decrease Error:2.716638098938418
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.716638006884409 Stepsize:0.5120000000000001 Objective Value:85.7944173657077 Decrease Error:2.716638006884409
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166379332449395 Stepsize:0.40960000000000013 Objective Value:85.79441729206823 Decrease Error:2.7166379332449395
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166378743358024 Stepsize:0.32768000000000014 Objective Value:85.7944172331591 Decrease Error:2.7166378743358024
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166378272100076 Stepsize:0.2621440000000001 Objective Value:85.7944171860333 Decrease Error:2.7166378272100076
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637789510372 Stepsize:0.2097152000000001 Objective Value:85.79441714833368 Decrease Error:2.716637789510372
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166377593512294 Stepsize:0.1677721600000001 Objective Value:85.79441711817454 Decrease Error:2.7166377593512294
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637735224367 Stepsize:0.13421772800000006 Objective Value:85.79441709404767 Decrease Error:2.716637735224367
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637715923156 Stepsize:0.10737418240000006 Objective Value:85.79441707474646 Decrease Error:2.716637715923156
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637700482309 Stepsize:0.08589934592000005 Objective Value:85.79441705930562 Decrease Error:2.716637700482309
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376881297367 Stepsize:0.06871947673600004 Objective Value:85.79441704695304 Decrease Error:2.7166376881297367
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637678247764 Stepsize:0.054975581388800036 Objective Value:85.79441703707107 Decrease Error:2.716637678247764
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637670342223 Stepsize:0.043980465111040035 Objective Value:85.79441702916553 Decrease Error:2.716637670342223
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376640178242 Stepsize:0.03518437208883203 Objective Value:85.79441702284113 Decrease Error:2.7166376640178242
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637658958348 Stepsize:0.028147497671065627 Objective Value:85.79441701778165 Decrease Error:2.716637658958348
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637654910727 Stepsize:0.022517998136852502 Objective Value:85.79441701373403 Decrease Error:2.716637654910727
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376516727126 Stepsize:0.018014398509482003 Objective Value:85.79441701049602 Decrease Error:2.7166376516727126
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.71663764908223 Stepsize:0.014411518807585602 Objective Value:85.79441700790554 Decrease Error:2.71663764908223
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376470098754 Stepsize:0.011529215046068483 Objective Value:85.79441700583318 Decrease Error:2.7166376470098754
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637645352023 Stepsize:0.009223372036854787 Objective Value:85.79441700417533 Decrease Error:2.716637645352023
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376440257096 Stepsize:0.00737869762948383 Objective Value:85.79441700284902 Decrease Error:2.7166376440257096
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637642964656 Stepsize:0.005902958103587064 Objective Value:85.79441700178796 Decrease Error:2.716637642964656
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376421158276 Stepsize:0.004722366482869652 Objective Value:85.79441700093913 Decrease Error:2.7166376421158276
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376414367335 Stepsize:0.0037778931862957215 Objective Value:85.79441700026004 Decrease Error:2.7166376414367335
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376408934525 Stepsize:0.0030223145490365774 Objective Value:85.79441699971676 Decrease Error:2.7166376408934525
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.7166376404588988 Stepsize:0.002417851639229262 Objective Value:85.7944169992822 Decrease Error:2.7166376404588988
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637640111216 Stepsize:0.0019342813113834097 Objective Value:85.79441699893452 Decrease Error:2.716637640111216
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.716637639833067 Stepsize:0.0015474250491067279 Objective Value:85.79441699865637 Decrease Error:2.716637639833067
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.0912942406003404e-10 Stepsize:0.0018569100589280734 Objective Value:85.79441699865237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.1077364335894738e-10 Stepsize:0.0014855280471424588 Objective Value:85.79441699865312 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.120890180971285e-10 Stepsize:0.0011884224377139672 Objective Value:85.79441699865376 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.1314131888954398e-10 Stepsize:0.0009507379501711738 Objective Value:85.79441699865428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.1398315878283075e-10 Stepsize:0.0007605903601369392 Objective Value:85.79441699865473 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.1465663103186877e-10 Stepsize:0.0006084722881095514 Objective Value:85.79441699865507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.1519540816431486e-10 Stepsize:0.00048677783048764115 Objective Value:85.79441699865527 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.1562643113370607e-10 Stepsize:0.00038942226439011294 Objective Value:85.79441699865549 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.159712483362478e-10 Stepsize:0.00031153781151209035 Objective Value:85.79441699865566 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.1624710352468469e-10 Stepsize:0.0002492302492096723 Objective Value:85.79441699865583 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.1646778715603359e-10 Stepsize:0.00019938419936773785 Objective Value:85.79441699865593 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.166443324747894e-10 Stepsize:0.0001595073594941903 Objective Value:85.79441699865603 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.1678556989260088e-10 Stepsize:0.00012760588759535226 Objective Value:85.79441699865609 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.1689856026425788e-10 Stepsize:0.00010208471007628181 Objective Value:85.79441699865613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.1698895249991948e-10 Stepsize:8.166776806102545e-05 Objective Value:85.79441699865622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.1706126454965953e-10 Stepsize:6.533421444882036e-05 Objective Value:85.79441699865619 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.1711911607155878e-10 Stepsize:5.2267371559056295e-05 Objective Value:85.79441699865623 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.1716539655588645e-10 Stepsize:4.1813897247245036e-05 Objective Value:85.79441699865625 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.1720242080816214e-10 Stepsize:3.345111779779603e-05 Objective Value:85.79441699865627 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.1723203972243052e-10 Stepsize:2.6760894238236826e-05 Objective Value:85.79441699865626 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.172557362517884e-10 Stepsize:2.1408715390589462e-05 Objective Value:85.7944169986563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.172746931998196e-10 Stepsize:1.712697231247157e-05 Objective Value:85.79441699865635 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.172898583845336e-10 Stepsize:1.3701577849977256e-05 Objective Value:85.79441699865633 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.173019903154644e-10 Stepsize:1.0961262279981805e-05 Objective Value:85.79441699865636 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.1731169572570018e-10 Stepsize:8.769009823985445e-06 Objective Value:85.7944169986563 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.1731946104762787e-10 Stepsize:7.015207859188356e-06 Objective Value:85.79441699865636 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.1732567267057293e-10 Stepsize:5.612166287350686e-06 Objective Value:85.79441699865632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.1733064195537646e-10 Stepsize:4.489733029880549e-06 Objective Value:85.79441699865632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.1733461739270605e-10 Stepsize:3.5917864239044394e-06 Objective Value:85.79441699865635 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.173377973305729e-10 Stepsize:2.873429139123552e-06 Objective Value:85.79441699865633 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79441699582276 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79441673876747 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79441631317032 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79441520128927 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.7944122894282 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79440467931346 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79438483730353 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79433349580825 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.7942032399127 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.7938892441732 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79322310379423 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79217473872322 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79126641205842 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79094281131846 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79090151568333 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79090011103979 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.79090009729097 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(595.2255968, dtype=float64), 'logtau': Array(5.34887584, dtype=float64), 'logamp': Array(0.13560621, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.06703159, dtype=float64), 'logtau': Array(0.13977747, dtype=float64), 'logamp': Array(0.09046579, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11159.825743990177
And log height: -85.79...
log-evidence is ~-88.61
Seems to have converged at iteration 33 / 64 with tolerance 1.61e-05
:::::::::::::::::::::::
Scanning at lag=608.02 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609249535738911 Stepsize:1.0 Objective Value:87.05182505086485 Decrease Error:1.2609249535738911
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609247434797055 Stepsize:0.8 Objective Value:87.05182484077066 Decrease Error:1.2609247434797055
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609245754072589 Stepsize:0.6400000000000001 Objective Value:87.05182467269823 Decrease Error:1.2609245754072589
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609244409512002 Stepsize:0.5120000000000001 Objective Value:87.05182453824217 Decrease Error:1.2609244409512002
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609243333876066 Stepsize:0.40960000000000013 Objective Value:87.05182443067858 Decrease Error:1.2609243333876066
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609242473374564 Stepsize:0.32768000000000014 Objective Value:87.05182434462843 Decrease Error:1.2609242473374564
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609241784978025 Stepsize:0.2621440000000001 Objective Value:87.05182427578877 Decrease Error:1.2609241784978025
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609241234264346 Stepsize:0.2097152000000001 Objective Value:87.0518242207174 Decrease Error:1.2609241234264346
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609240793695449 Stepsize:0.1677721600000001 Objective Value:87.05182417666052 Decrease Error:1.2609240793695449
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609240441241099 Stepsize:0.13421772800000006 Objective Value:87.05182414141508 Decrease Error:1.2609240441241099
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.260924015927955 Stepsize:0.10737418240000006 Objective Value:87.05182411321893 Decrease Error:1.260924015927955
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923993371037 Stepsize:0.08589934592000005 Objective Value:87.05182409066201 Decrease Error:1.260923993371037
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239753255395 Stepsize:0.06871947673600004 Objective Value:87.05182407261651 Decrease Error:1.2609239753255395
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239608891158 Stepsize:0.054975581388800036 Objective Value:87.05182405818009 Decrease Error:1.2609239608891158
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923949340011 Stepsize:0.043980465111040035 Objective Value:87.05182404663098 Decrease Error:1.260923949340011
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239401007244 Stepsize:0.03518437208883203 Objective Value:87.0518240373917 Decrease Error:1.2609239401007244
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239327093604 Stepsize:0.028147497671065627 Objective Value:87.05182403000033 Decrease Error:1.2609239327093604
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923926796238 Stepsize:0.022517998136852502 Objective Value:87.05182402408721 Decrease Error:1.260923926796238
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923922065757 Stepsize:0.018014398509482003 Objective Value:87.05182401935673 Decrease Error:1.260923922065757
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923918281307 Stepsize:0.014411518807585602 Objective Value:87.05182401557228 Decrease Error:1.260923918281307
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239152538265 Stepsize:0.011529215046068483 Objective Value:87.0518240125448 Decrease Error:1.2609239152538265
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239128317853 Stepsize:0.009223372036854787 Objective Value:87.05182401012276 Decrease Error:1.2609239128317853
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239108942347 Stepsize:0.00737869762948383 Objective Value:87.0518240081852 Decrease Error:1.2609239108942347
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239093441005 Stepsize:0.005902958103587064 Objective Value:87.05182400663507 Decrease Error:1.2609239093441005
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239081040329 Stepsize:0.004722366482869652 Objective Value:87.051824005395 Decrease Error:1.2609239081040329
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923907111959 Stepsize:0.0037778931862957215 Objective Value:87.05182400440293 Decrease Error:1.260923907111959
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239063183253 Stepsize:0.0030223145490365774 Objective Value:87.0518240036093 Decrease Error:1.2609239063183253
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239056834127 Stepsize:0.002417851639229262 Objective Value:87.05182400297439 Decrease Error:1.2609239056834127
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.2609239051754741 Stepsize:0.0019342813113834097 Objective Value:87.05182400246645 Decrease Error:1.2609239051754741
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.260923904769129 Stepsize:0.0015474250491067279 Objective Value:87.0518240020601 Decrease Error:1.260923904769129
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.1488650625632265e-10 Stepsize:0.0018569100589280734 Objective Value:87.05182400205598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.163785086236424e-10 Stepsize:0.0014855280471424588 Objective Value:87.0518240020568 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.1757210998017558e-10 Stepsize:0.0011884224377139672 Objective Value:87.05182400205753 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.1852699151941178e-10 Stepsize:0.0009507379501711738 Objective Value:87.051824002058 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.192908956909931e-10 Stepsize:0.0007605903601369392 Objective Value:87.05182400205845 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.1990201926949316e-10 Stepsize:0.0006084722881095514 Objective Value:87.05182400205878 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.2039091941571753e-10 Stepsize:0.00048677783048764115 Objective Value:87.05182400205902 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.2078203857995436e-10 Stepsize:0.00038942226439011294 Objective Value:87.05182400205925 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.210949334044793e-10 Stepsize:0.00031153781151209035 Objective Value:87.0518240020594 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.2134524989564703e-10 Stepsize:0.0002492302492096723 Objective Value:87.05182400205958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.2154550277551783e-10 Stepsize:0.00019938419936773785 Objective Value:87.0518240020597 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.21705705843777e-10 Stepsize:0.0001595073594941903 Objective Value:87.05182400205977 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.2183386807476765e-10 Stepsize:0.00012760588759535226 Objective Value:87.05182400205985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.219363978012843e-10 Stepsize:0.00010208471007628181 Objective Value:87.05182400205993 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.220184203790332e-10 Stepsize:8.166776806102545e-05 Objective Value:87.05182400205992 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.2208403956744733e-10 Stepsize:6.533421444882036e-05 Objective Value:87.05182400206 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.221365350713222e-10 Stepsize:5.2267371559056295e-05 Objective Value:87.05182400206002 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.2217853080221673e-10 Stepsize:4.1813897247245036e-05 Objective Value:87.05182400206002 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.2221212791683618e-10 Stepsize:3.345111779779603e-05 Objective Value:87.05182400206004 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.222390054716512e-10 Stepsize:2.6760894238236826e-05 Objective Value:87.05182400206003 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.2226050757242385e-10 Stepsize:2.1408715390589462e-05 Objective Value:87.05182400206004 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.2227770921238438e-10 Stepsize:1.712697231247157e-05 Objective Value:87.05182400206006 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.2229147020451317e-10 Stepsize:1.3701577849977256e-05 Objective Value:87.05182400206013 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2230247903751852e-10 Stepsize:1.0961262279981805e-05 Objective Value:87.0518240020601 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.2231128601854189e-10 Stepsize:8.769009823985445e-06 Objective Value:87.05182400206013 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.223183318351088e-10 Stepsize:7.015207859188356e-06 Objective Value:87.0518240020601 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.223239684056919e-10 Stepsize:5.612166287350686e-06 Objective Value:87.05182400206007 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.2232847817850967e-10 Stepsize:4.489733029880549e-06 Objective Value:87.05182400206014 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.2233208495999556e-10 Stepsize:3.5917864239044394e-06 Objective Value:87.0518240020601 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.223349717431475e-10 Stepsize:2.873429139123552e-06 Objective Value:87.05182400206012 Decrease Error:1.4210854715202004e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05181554994718 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05180182779569 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05176593257141 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05167198937882 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05142688964018 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.05079220411321 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.04918326274647 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.0453261041547 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.03731171830262 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.02562192491851 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.01744982103648 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.01523789964698 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.01498855465204 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.01498274481199 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:87.0149827002525 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(608.023997, dtype=float64), 'logtau': Array(5.31719602, dtype=float64), 'logamp': Array(0.14213674, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.15284397, dtype=float64), 'logtau': Array(0.12704903, dtype=float64), 'logamp': Array(0.09482882, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11450.138559636263
And log height: -87.01...
log-evidence is ~-89.85
Seems to have converged at iteration 34 / 64 with tolerance 3.64e-05
:::::::::::::::::::::::
Scanning at lag=620.82 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177672135271 Stepsize:1.0 Objective Value:96.84675942160517 Decrease Error:9.83177672135271
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177644329217 Stepsize:0.8 Objective Value:96.84675914354463 Decrease Error:9.83177644329217
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 9.831776220857705 Stepsize:0.6400000000000001 Objective Value:96.84675892111018 Decrease Error:9.831776220857705
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.831776042918932 Stepsize:0.5120000000000001 Objective Value:96.8467587431714 Decrease Error:9.831776042918932
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775900573732 Stepsize:0.40960000000000013 Objective Value:96.84675860082622 Decrease Error:9.831775900573732
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775786701172 Stepsize:0.32768000000000014 Objective Value:96.84675848695366 Decrease Error:9.831775786701172
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775695605486 Stepsize:0.2621440000000001 Objective Value:96.84675839585798 Decrease Error:9.831775695605486
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775622730476 Stepsize:0.2097152000000001 Objective Value:96.84675832298296 Decrease Error:9.831775622730476
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775564431467 Stepsize:0.1677721600000001 Objective Value:96.84675826468396 Decrease Error:9.831775564431467
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775517792664 Stepsize:0.13421772800000006 Objective Value:96.84675821804517 Decrease Error:9.831775517792664
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775480482122 Stepsize:0.10737418240000006 Objective Value:96.84675818073462 Decrease Error:9.831775480482122
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775450633998 Stepsize:0.08589934592000005 Objective Value:96.8467581508865 Decrease Error:9.831775450633998
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775426755613 Stepsize:0.06871947673600004 Objective Value:96.84675812700812 Decrease Error:9.831775426755613
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775407652998 Stepsize:0.054975581388800036 Objective Value:96.8467581079055 Decrease Error:9.831775407652998
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.8317753923711 Stepsize:0.043980465111040035 Objective Value:96.8467580926236 Decrease Error:9.8317753923711
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775380145444 Stepsize:0.03518437208883203 Objective Value:96.84675808039795 Decrease Error:9.831775380145444
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177537036508 Stepsize:0.028147497671065627 Objective Value:96.84675807061758 Decrease Error:9.83177537036508
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177536254074 Stepsize:0.022517998136852502 Objective Value:96.84675806279324 Decrease Error:9.83177536254074
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775356281213 Stepsize:0.018014398509482003 Objective Value:96.84675805653372 Decrease Error:9.831775356281213
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177535127372 Stepsize:0.014411518807585602 Objective Value:96.84675805152622 Decrease Error:9.83177535127372
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177534726768 Stepsize:0.011529215046068483 Objective Value:96.84675804752018 Decrease Error:9.83177534726768
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775344062734 Stepsize:0.009223372036854787 Objective Value:96.84675804431524 Decrease Error:9.831775344062734
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775341498982 Stepsize:0.00737869762948383 Objective Value:96.84675804175149 Decrease Error:9.831775341498982
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775339447887 Stepsize:0.005902958103587064 Objective Value:96.84675803970039 Decrease Error:9.831775339447887
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177533780703 Stepsize:0.004722366482869652 Objective Value:96.84675803805953 Decrease Error:9.83177533780703
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775336494317 Stepsize:0.0037778931862957215 Objective Value:96.84675803674682 Decrease Error:9.831775336494317
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177533544422 Stepsize:0.0030223145490365774 Objective Value:96.84675803569672 Decrease Error:9.83177533544422
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775334604075 Stepsize:0.002417851639229262 Objective Value:96.84675803485658 Decrease Error:9.831775334604075
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.831775333931972 Stepsize:0.0019342813113834097 Objective Value:96.84675803418448 Decrease Error:9.831775333931972
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.83177533339429 Stepsize:0.0015474250491067279 Objective Value:96.8467580336468 Decrease Error:9.83177533339429
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.8904133389302677e-10 Stepsize:0.0018569100589280734 Objective Value:96.84675803363928 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.9239430736665904e-10 Stepsize:0.0014855280471424588 Objective Value:96.84675803364073 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.950766867707036e-10 Stepsize:0.0011884224377139672 Objective Value:96.84675803364198 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.9722258986161367e-10 Stepsize:0.0009507379501711738 Objective Value:96.8467580336429 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.9893931381292243e-10 Stepsize:0.0007605903601369392 Objective Value:96.84675803364368 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.0031269450404975e-10 Stepsize:0.0006084722881095514 Objective Value:96.84675803364429 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.014113950819954e-10 Stepsize:0.00048677783048764115 Objective Value:96.8467580336448 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.022903578374395e-10 Stepsize:0.00038942226439011294 Objective Value:96.8467580336452 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.029935260604153e-10 Stepsize:0.00031153781151209035 Objective Value:96.84675803364549 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.03556060542573e-10 Stepsize:0.0002492302492096723 Objective Value:96.84675803364571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.0400609141072126e-10 Stepsize:0.00019938419936773785 Objective Value:96.84675803364598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.0436611313588116e-10 Stepsize:0.0001595073594941903 Objective Value:96.84675803364613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.0465413186990654e-10 Stepsize:0.00012760588759535226 Objective Value:96.84675803364628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.048845452281131e-10 Stepsize:0.00010208471007628181 Objective Value:96.84675803364632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.050688776087442e-10 Stepsize:8.166776806102545e-05 Objective Value:96.84675803364645 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.052163428938986e-10 Stepsize:6.533421444882036e-05 Objective Value:96.84675803364651 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.0533431649760365e-10 Stepsize:5.2267371559056295e-05 Objective Value:96.84675803364654 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.0542869268497e-10 Stepsize:4.1813897247245036e-05 Objective Value:96.84675803364658 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.055041963006452e-10 Stepsize:3.345111779779603e-05 Objective Value:96.84675803364668 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.0556459876899127e-10 Stepsize:2.6760894238236826e-05 Objective Value:96.84675803364667 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.056129181158331e-10 Stepsize:2.1408715390589462e-05 Objective Value:96.84675803364668 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.0565157997925736e-10 Stepsize:1.712697231247157e-05 Objective Value:96.84675803364672 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.05682503593621e-10 Stepsize:1.3701577849977256e-05 Objective Value:96.84675803364671 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.057072425257695e-10 Stepsize:1.0961262279981805e-05 Objective Value:96.84675803364674 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.057270347651772e-10 Stepsize:8.769009823985445e-06 Objective Value:96.84675803364678 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.057428703646105e-10 Stepsize:7.015207859188356e-06 Objective Value:96.84675803364672 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.057555379320721e-10 Stepsize:5.612166287350686e-06 Objective Value:96.84675803364676 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.057656695845335e-10 Stepsize:4.489733029880549e-06 Objective Value:96.84675803364674 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.0577377617772973e-10 Stepsize:3.5917864239044394e-06 Objective Value:96.84675803364675 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.057802633320222e-10 Stepsize:2.873429139123552e-06 Objective Value:96.84675803364672 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675802817306 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675800642466 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675795680228 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675781952464 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675746744944 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675653828658 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84675411297268 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84674775700057 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84673113713608 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84668773398388 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84657500950117 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84628637466916 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84557455571269 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84397892007709 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.84114335274295 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.83811432907784 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.83673059034447 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.83648840002944 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.83647532993751 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:96.83647517121612 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(620.8223972, dtype=float64), 'logtau': Array(5.30069977, dtype=float64), 'logamp': Array(0.1461472, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.24266754, dtype=float64), 'logtau': Array(0.12042524, dtype=float64), 'logamp': Array(0.09750865, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10779.564082637544
And log height: -96.84...
log-evidence is ~-99.64
Seems to have converged at iteration 35 / 64 with tolerance 7.79e-05
:::::::::::::::::::::::
Scanning at lag=633.62 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.079555728351203e-06 Stepsize:1.0 Objective Value:95.5933708269757 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.07919094518996e-06 Stepsize:0.8 Objective Value:95.59336941076924 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.07889911962733e-06 Stepsize:0.6400000000000001 Objective Value:95.59336827785658 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.078665659795474e-06 Stepsize:0.5120000000000001 Objective Value:95.59336737156008 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.078478892325928e-06 Stepsize:0.40960000000000013 Objective Value:95.59336664654442 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.0783294786035635e-06 Stepsize:0.32768000000000014 Objective Value:95.59336606654561 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.0782099477868276e-06 Stepsize:0.2621440000000001 Objective Value:95.59336560255544 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.0781143232384e-06 Stepsize:0.2097152000000001 Objective Value:95.59336523136886 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.07803782366516e-06 Stepsize:0.1677721600000001 Objective Value:95.59336493442329 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.077976624049411e-06 Stepsize:0.13421772800000006 Objective Value:95.59336469686907 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.077927664383243e-06 Stepsize:0.10737418240000006 Objective Value:95.59336450682729 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.077888496668805e-06 Stepsize:0.08589934592000005 Objective Value:95.59336435479469 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.077857162507943e-06 Stepsize:0.06871947673600004 Objective Value:95.5933642331693 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.0778320951860875e-06 Stepsize:0.054975581388800036 Objective Value:95.59336413586928 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.07781204133371e-06 Stepsize:0.043980465111040035 Objective Value:95.59336405802962 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.077783163793479e-06 Stepsize:0.028147497671065627 Objective Value:95.59336394594085 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.077772896224464e-06 Stepsize:0.022517998136852502 Objective Value:95.59336390608709 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.07776468217166e-06 Stepsize:0.018014398509482003 Objective Value:95.59336387420417 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.077758110928589e-06 Stepsize:0.014411518807585602 Objective Value:95.59336384869792 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.0777528539348755e-06 Stepsize:0.011529215046068483 Objective Value:95.5933638282929 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.077748648340297e-06 Stepsize:0.009223372036854787 Objective Value:95.5933638119689 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.07774528386464e-06 Stepsize:0.00737869762948383 Objective Value:95.5933637989097 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.077742592284117e-06 Stepsize:0.005902958103587064 Objective Value:95.59336378846231 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.077740439020354e-06 Stepsize:0.004722366482869652 Objective Value:95.59336378010445 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.0777387164085344e-06 Stepsize:0.0037778931862957215 Objective Value:95.59336377341819 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.077737338319658e-06 Stepsize:0.0030223145490365774 Objective Value:95.59336376806908 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.0777362358487705e-06 Stepsize:0.002417851639229262 Objective Value:95.59336376378982 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.077735353871428e-06 Stepsize:0.0019342813113834097 Objective Value:95.59336376036643 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.077734648289619e-06 Stepsize:0.0015474250491067279 Objective Value:95.59336375762781 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.4082547259674678e-09 Stepsize:0.0018569100589280734 Objective Value:95.59336375760134 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.4114797220406899e-09 Stepsize:0.0014855280471424588 Objective Value:95.59336375760667 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.4140597174892e-09 Stepsize:0.0011884224377139672 Objective Value:95.59336375761087 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.4161237147370537e-09 Stepsize:0.0009507379501711738 Objective Value:95.59336375761418 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4177749135273818e-09 Stepsize:0.0007605903601369392 Objective Value:95.59336375761697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.4190958694723785e-09 Stepsize:0.0006084722881095514 Objective Value:95.59336375761906 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.420152638036636e-09 Stepsize:0.00048677783048764115 Objective Value:95.59336375762084 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.4209980492207282e-09 Stepsize:0.00038942226439011294 Objective Value:95.59336375762217 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.4216743798214102e-09 Stepsize:0.00031153781151209035 Objective Value:95.59336375762327 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.4222154458876016e-09 Stepsize:0.0002492302492096723 Objective Value:95.59336375762425 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.4226482961222064e-09 Stepsize:0.00019938419936773785 Objective Value:95.59336375762491 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.4229945773805399e-09 Stepsize:0.0001595073594941903 Objective Value:95.59336375762545 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.4232716029618338e-09 Stepsize:0.00012760588759535226 Objective Value:95.59336375762598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.4234932218683283e-09 Stepsize:0.00010208471007628181 Objective Value:95.5933637576263 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.4236705186984319e-09 Stepsize:8.166776806102545e-05 Objective Value:95.59336375762659 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.42381235581557e-09 Stepsize:6.533421444882036e-05 Objective Value:95.59336375762688 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.4239258247964176e-09 Stepsize:5.2267371559056295e-05 Objective Value:95.59336375762703 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.4240165997452817e-09 Stepsize:4.1813897247245036e-05 Objective Value:95.59336375762715 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.4240892195796897e-09 Stepsize:3.345111779779603e-05 Objective Value:95.59336375762727 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4241473180709854e-09 Stepsize:2.6760894238236826e-05 Objective Value:95.59336375762743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.4241937945655133e-09 Stepsize:2.1408715390589462e-05 Objective Value:95.59336375762743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.424230976384552e-09 Stepsize:1.712697231247157e-05 Objective Value:95.59336375762754 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.4242607216066793e-09 Stepsize:1.3701577849977256e-05 Objective Value:95.59336375762757 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4242845170254397e-09 Stepsize:1.0961262279981805e-05 Objective Value:95.5933637576276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.4243035554394057e-09 Stepsize:8.769009823985445e-06 Objective Value:95.59336375762761 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.424318785186665e-09 Stepsize:7.015207859188356e-06 Objective Value:95.59336375762767 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4243309682173995e-09 Stepsize:5.612166287350686e-06 Objective Value:95.59336375762769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.4243407145579613e-09 Stepsize:4.489733029880549e-06 Objective Value:95.59336375762769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.4243485128989274e-09 Stepsize:3.5917864239044394e-06 Objective Value:95.5933637576277 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.4243547514117804e-09 Stepsize:2.873429139123552e-06 Objective Value:95.59336375762777 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59336369854768 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.5933585349883 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59334998525942 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59332763488065 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59311615907791 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59271832615553 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.59169725029572 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.58916777445499 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.58344731842762 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.57314119161796 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.562224189566 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.55762924692152 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.55685488573414 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.55681102271667 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.55681057533107 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:95.55681057238688 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(633.6207974, dtype=float64), 'logtau': Array(5.26083315, dtype=float64), 'logamp': Array(0.14909482, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.33718113, dtype=float64), 'logtau': Array(0.10442806, dtype=float64), 'logamp': Array(0.0994785, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11421.93049170721
And log height: -95.56...
log-evidence is ~-98.39
Seems to have converged at iteration 36 / 64 with tolerance 4.39e-06
:::::::::::::::::::::::
Scanning at lag=646.42 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403668997626 Stepsize:1.0 Objective Value:100.9632142413845 Decrease Error:5.406403668997626
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.40640365719085 Stepsize:0.8 Objective Value:100.96321422957773 Decrease Error:5.40640365719085
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036477459325 Stepsize:0.6400000000000001 Objective Value:100.96321422013281 Decrease Error:5.4064036477459325
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036401900495 Stepsize:0.5120000000000001 Objective Value:100.96321421257693 Decrease Error:5.4064036401900495
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403634145562 Stepsize:0.40960000000000013 Objective Value:100.96321420653244 Decrease Error:5.406403634145562
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403629310091 Stepsize:0.32768000000000014 Objective Value:100.96321420169697 Decrease Error:5.406403629310091
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036254418255 Stepsize:0.2621440000000001 Objective Value:100.9632141978287 Decrease Error:5.4064036254418255
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036223471845 Stepsize:0.2097152000000001 Objective Value:100.96321419473406 Decrease Error:5.4064036223471845
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403619871398 Stepsize:0.1677721600000001 Objective Value:100.96321419225828 Decrease Error:5.406403619871398
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403617890874 Stepsize:0.13421772800000006 Objective Value:100.96321419027775 Decrease Error:5.406403617890874
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036163065055 Stepsize:0.10737418240000006 Objective Value:100.96321418869339 Decrease Error:5.4064036163065055
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403615039011 Stepsize:0.08589934592000005 Objective Value:100.96321418742589 Decrease Error:5.406403615039011
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403614025024 Stepsize:0.06871947673600004 Objective Value:100.9632141864119 Decrease Error:5.406403614025024
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403613213769 Stepsize:0.054975581388800036 Objective Value:100.96321418560065 Decrease Error:5.406403613213769
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403612564844 Stepsize:0.043980465111040035 Objective Value:100.96321418495172 Decrease Error:5.406403612564844
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403612045736 Stepsize:0.03518437208883203 Objective Value:100.96321418443262 Decrease Error:5.406403612045736
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403611630324 Stepsize:0.028147497671065627 Objective Value:100.9632141840172 Decrease Error:5.406403611630324
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036112980745 Stepsize:0.022517998136852502 Objective Value:100.96321418368495 Decrease Error:5.4064036112980745
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403611032218 Stepsize:0.018014398509482003 Objective Value:100.9632141834191 Decrease Error:5.406403611032218
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610819552 Stepsize:0.014411518807585602 Objective Value:100.96321418320643 Decrease Error:5.406403610819552
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610649477 Stepsize:0.011529215046068483 Objective Value:100.96321418303636 Decrease Error:5.406403610649477
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610513365 Stepsize:0.009223372036854787 Objective Value:100.96321418290024 Decrease Error:5.406403610513365
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610404496 Stepsize:0.00737869762948383 Objective Value:100.96321418279138 Decrease Error:5.406403610404496
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610317341 Stepsize:0.005902958103587064 Objective Value:100.96321418270422 Decrease Error:5.406403610317341
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610247651 Stepsize:0.004722366482869652 Objective Value:100.96321418263453 Decrease Error:5.406403610247651
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610191987 Stepsize:0.0037778931862957215 Objective Value:100.96321418257887 Decrease Error:5.406403610191987
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610147322 Stepsize:0.0030223145490365774 Objective Value:100.9632141825342 Decrease Error:5.406403610147322
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.4064036101116955 Stepsize:0.002417851639229262 Objective Value:100.96321418249858 Decrease Error:5.4064036101116955
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610083174 Stepsize:0.0019342813113834097 Objective Value:100.96321418247005 Decrease Error:5.406403610083174
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.406403610060295 Stepsize:0.0015474250491067279 Objective Value:100.96321418244717 Decrease Error:5.406403610060295
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:100.96321418244518 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.0968242421825841e-11 Stepsize:0.002228292070713688 Objective Value:100.96321418244489 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.0973126862311216e-11 Stepsize:0.0017826336565709507 Objective Value:100.96321418244496 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.0977034465642499e-11 Stepsize:0.0014261069252567607 Objective Value:100.96321418244499 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.098016055614258e-11 Stepsize:0.0011408855402054085 Objective Value:100.96321418244501 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.0982661350615613e-11 Stepsize:0.0009127084321643268 Objective Value:100.96321418244506 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.0984662058318896e-11 Stepsize:0.0007301667457314615 Objective Value:100.96321418244503 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.0986262650951301e-11 Stepsize:0.0005841333965851692 Objective Value:100.96321418244509 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.0987543066611952e-11 Stepsize:0.0004673067172681354 Objective Value:100.96321418244509 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.0988567448564846e-11 Stepsize:0.00037384537381450836 Objective Value:100.9632141824451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.0989386941929886e-11 Stepsize:0.00029907629905160673 Objective Value:100.96321418244511 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.0990042528066885e-11 Stepsize:0.0002392610392412854 Objective Value:100.9632141824451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.0990566964916288e-11 Stepsize:0.00019140883139302832 Objective Value:100.96321418244516 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.099098661362572e-11 Stepsize:0.00015312706511442267 Objective Value:100.9632141824451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.0991322232431619e-11 Stepsize:0.00012250165209153814 Objective Value:100.96321418244507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.0991590714770844e-11 Stepsize:9.800132167323052e-05 Objective Value:100.96321418244507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.0991805587759563e-11 Stepsize:7.840105733858443e-05 Objective Value:100.96321418244518 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.0991977476790824e-11 Stepsize:6.272084587086754e-05 Objective Value:100.96321418244514 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992114863629045e-11 Stepsize:5.0176676696694036e-05 Objective Value:100.96321418244511 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992224870127245e-11 Stepsize:4.014134135735523e-05 Objective Value:100.96321418244511 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992312932966398e-11 Stepsize:3.211307308588419e-05 Objective Value:100.96321418244507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992383265076624e-11 Stepsize:2.5690458468707354e-05 Objective Value:100.96321418244516 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992439633636956e-11 Stepsize:2.0552366774965883e-05 Objective Value:100.96321418244517 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992484696636782e-11 Stepsize:1.6441893419972708e-05 Objective Value:100.96321418244514 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992520712901216e-11 Stepsize:1.3153514735978166e-05 Objective Value:100.96321418244511 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992549492539665e-11 Stepsize:1.0522811788782534e-05 Objective Value:100.96321418244514 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992572615056817e-11 Stepsize:8.418249431026028e-06 Objective Value:100.96321418244514 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992591072540013e-11 Stepsize:6.734599544820823e-06 Objective Value:100.96321418244523 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992605885663953e-11 Stepsize:5.387679635856659e-06 Objective Value:100.96321418244521 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992617672339172e-11 Stepsize:4.310143708685327e-06 Objective Value:100.9632141824452 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.0992627095368952e-11 Stepsize:3.448114966948262e-06 Objective Value:100.96321418244517 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96321418080888 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96321417834064 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.963214149975 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96321395552012 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96321262252577 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96321009654419 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.9632034859023 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96318618768156 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96314100221043 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96302349948556 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96272170329318 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96197148242067 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.96025640111702 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95706605677755 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95333244758777 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95138805432846 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95099512045371 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95096913235312 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.95096876023644 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:100.9509687577231 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(646.4191976, dtype=float64), 'logtau': Array(5.24352439, dtype=float64), 'logamp': Array(0.15388005, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.43722138, dtype=float64), 'logtau': Array(0.09748689, dtype=float64), 'logamp': Array(0.10267681, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11086.833205698642
And log height: -100.95...
log-evidence is ~-103.77
Seems to have converged at iteration 37 / 64 with tolerance 3.74e-06
:::::::::::::::::::::::
Scanning at lag=659.22 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717444426218 Stepsize:1.0 Objective Value:109.16968620214932 Decrease Error:8.218717444426218
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717435859105 Stepsize:0.8 Objective Value:109.16968619358221 Decrease Error:8.218717435859105
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717429005821 Stepsize:0.6400000000000001 Objective Value:109.16968618672892 Decrease Error:8.218717429005821
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717423523316 Stepsize:0.5120000000000001 Objective Value:109.16968618124642 Decrease Error:8.218717423523316
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717419137405 Stepsize:0.40960000000000013 Objective Value:109.16968617686051 Decrease Error:8.218717419137405
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717415628802 Stepsize:0.32768000000000014 Objective Value:109.1696861733519 Decrease Error:8.218717415628802
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871741282186 Stepsize:0.2621440000000001 Objective Value:109.16968617054496 Decrease Error:8.21871741282186
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717410576502 Stepsize:0.2097152000000001 Objective Value:109.1696861682996 Decrease Error:8.218717410576502
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717408780165 Stepsize:0.1677721600000001 Objective Value:109.16968616650327 Decrease Error:8.218717408780165
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717407343007 Stepsize:0.13421772800000006 Objective Value:109.16968616506611 Decrease Error:8.218717407343007
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871740619332 Stepsize:0.10737418240000006 Objective Value:109.16968616391642 Decrease Error:8.21871740619332
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871740527368 Stepsize:0.08589934592000005 Objective Value:109.16968616299678 Decrease Error:8.21871740527368
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871740453794 Stepsize:0.06871947673600004 Objective Value:109.16968616226104 Decrease Error:8.21871740453794
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717403949327 Stepsize:0.054975581388800036 Objective Value:109.16968616167243 Decrease Error:8.218717403949327
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717403478479 Stepsize:0.043980465111040035 Objective Value:109.16968616120158 Decrease Error:8.218717403478479
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717403101792 Stepsize:0.03518437208883203 Objective Value:109.1696861608249 Decrease Error:8.218717403101792
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717402800422 Stepsize:0.028147497671065627 Objective Value:109.16968616052353 Decrease Error:8.218717402800422
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717402559307 Stepsize:0.022517998136852502 Objective Value:109.16968616028241 Decrease Error:8.218717402559307
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717402366437 Stepsize:0.018014398509482003 Objective Value:109.16968616008954 Decrease Error:8.218717402366437
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871740221215 Stepsize:0.014411518807585602 Objective Value:109.16968615993525 Decrease Error:8.21871740221215
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717402088615 Stepsize:0.011529215046068483 Objective Value:109.16968615981172 Decrease Error:8.218717402088615
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401989949 Stepsize:0.009223372036854787 Objective Value:109.16968615971305 Decrease Error:8.218717401989949
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401910908 Stepsize:0.00737869762948383 Objective Value:109.16968615963401 Decrease Error:8.218717401910908
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401847712 Stepsize:0.005902958103587064 Objective Value:109.16968615957082 Decrease Error:8.218717401847712
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401797122 Stepsize:0.004722366482869652 Objective Value:109.16968615952023 Decrease Error:8.218717401797122
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.21871740175672 Stepsize:0.0037778931862957215 Objective Value:109.16968615947982 Decrease Error:8.21871740175672
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401724362 Stepsize:0.0030223145490365774 Objective Value:109.16968615944747 Decrease Error:8.218717401724362
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401698527 Stepsize:0.002417851639229262 Objective Value:109.16968615942163 Decrease Error:8.218717401698527
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401677779 Stepsize:0.0019342813113834097 Objective Value:109.16968615940088 Decrease Error:8.218717401677779
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.218717401661209 Stepsize:0.0015474250491067279 Objective Value:109.16968615938431 Decrease Error:8.218717401661209
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.1575861130520915e-11 Stepsize:0.0018569100589280734 Objective Value:109.16968615938328 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.0288115790545112e-11 Stepsize:0.0014855280471424588 Objective Value:109.16968615938352 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.725791585993726e-11 Stepsize:0.0011884224377139672 Objective Value:109.16968615938364 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.283375755530676e-11 Stepsize:0.0009507379501711738 Objective Value:109.16968615938384 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.729442787990204e-11 Stepsize:0.0007605903601369392 Objective Value:109.16968615938393 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.086296403928956e-11 Stepsize:0.0006084722881095514 Objective Value:109.16968615938391 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.371779900580568e-11 Stepsize:0.00048677783048764115 Objective Value:109.16968615938403 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.600166388226612e-11 Stepsize:0.00038942226439011294 Objective Value:109.16968615938411 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.782875010085983e-11 Stepsize:0.00031153781151209035 Objective Value:109.16968615938413 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.9290422125053414e-11 Stepsize:0.0002492302492096723 Objective Value:109.16968615938416 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.045976566415214e-11 Stepsize:0.00019938419936773785 Objective Value:109.16968615938424 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.139523248995333e-11 Stepsize:0.0001595073594941903 Objective Value:109.16968615938421 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.214360968024976e-11 Stepsize:0.00012760588759535226 Objective Value:109.16968615938423 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.27423124557027e-11 Stepsize:0.00010208471007628181 Objective Value:109.16968615938421 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.3221272487331916e-11 Stepsize:8.166776806102545e-05 Objective Value:109.1696861593843 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.360444038388628e-11 Stepsize:6.533421444882036e-05 Objective Value:109.16968615938427 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.3910974356895584e-11 Stepsize:5.2267371559056295e-05 Objective Value:109.1696861593842 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.415620313450123e-11 Stepsize:4.1813897247245036e-05 Objective Value:109.16968615938428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.4352392397524503e-11 Stepsize:3.345111779779603e-05 Objective Value:109.16968615938436 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.450933348769369e-11 Stepsize:2.6760894238236826e-05 Objective Value:109.16968615938428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.463489022500979e-11 Stepsize:2.1408715390589462e-05 Objective Value:109.16968615938426 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.473533873058866e-11 Stepsize:1.712697231247157e-05 Objective Value:109.16968615938431 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.481569030206801e-11 Stepsize:1.3701577849977256e-05 Objective Value:109.16968615938436 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.487997865942047e-11 Stepsize:1.0961262279981805e-05 Objective Value:109.16968615938436 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.4931402930891335e-11 Stepsize:8.769009823985445e-06 Objective Value:109.16968615938427 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.497254622815655e-11 Stepsize:7.015207859188356e-06 Objective Value:109.16968615938433 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.5005459827845144e-11 Stepsize:5.612166287350686e-06 Objective Value:109.16968615938421 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.503178995543076e-11 Stepsize:4.489733029880549e-06 Objective Value:109.16968615938437 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.505285477713845e-11 Stepsize:3.5917864239044394e-06 Objective Value:109.16968615938428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.5069713321321494e-11 Stepsize:2.873429139123552e-06 Objective Value:109.16968615938443 Decrease Error:1.1368683772161603e-13
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968615930203 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968615856527 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968615714076 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968615290058 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968614230798 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968611406632 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968604063554 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968584787622 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968534372745 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968402342158 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16968056846727 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16967153302492 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16964795872737 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16958682767887 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16943088937775 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16904973872522 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16821336622671 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16679457637943 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16538807174427 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16479027945987 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16469581769628 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.1646915818928 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:109.16469153217376 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(659.2175978, dtype=float64), 'logtau': Array(5.2343744, dtype=float64), 'logamp': Array(0.15828284, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.54383822, dtype=float64), 'logtau': Array(0.09381851, dtype=float64), 'logamp': Array(0.10561997, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9961.78775206583
And log height: -109.16...
log-evidence is ~-111.93
Seems to have converged at iteration 38 / 64 with tolerance 3.71e-05
:::::::::::::::::::::::
Scanning at lag=672.02 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.0417318178135843e-06 Stepsize:1.0 Objective Value:102.23991646204885 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.041633972572018e-06 Stepsize:0.8 Objective Value:102.23991625362542 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.0415556965674173e-06 Stepsize:0.6400000000000001 Objective Value:102.23991608690082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.0414930758842087e-06 Stepsize:0.5120000000000001 Objective Value:102.2399159535301 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.0414429794153873e-06 Stepsize:0.40960000000000013 Objective Value:102.23991584683928 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.041402902289687e-06 Stepsize:0.32768000000000014 Objective Value:102.23991576149041 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.041370840621053e-06 Stepsize:0.2621440000000001 Objective Value:102.23991569321362 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.0413451913062922e-06 Stepsize:0.2097152000000001 Objective Value:102.23991563859371 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.0413246718669432e-06 Stepsize:0.1677721600000001 Objective Value:102.23991559489878 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.041308256324747e-06 Stepsize:0.13421772800000006 Objective Value:102.23991555994343 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412951238954175e-06 Stepsize:0.10737418240000006 Objective Value:102.23991553197946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412846179555183e-06 Stepsize:0.08589934592000005 Objective Value:102.23991550960866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412762132061529e-06 Stepsize:0.06871947673600004 Objective Value:102.23991549171211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412694894076889e-06 Stepsize:0.054975581388800036 Objective Value:102.23991547739502 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412641103698242e-06 Stepsize:0.043980465111040035 Objective Value:102.23991546594148 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412598071402255e-06 Stepsize:0.03518437208883203 Objective Value:102.23991545677852 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412563645569087e-06 Stepsize:0.028147497671065627 Objective Value:102.23991544944832 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412536104909227e-06 Stepsize:0.022517998136852502 Objective Value:102.2399154435841 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412514072372953e-06 Stepsize:0.018014398509482003 Objective Value:102.23991543889281 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412496446353194e-06 Stepsize:0.014411518807585602 Objective Value:102.23991543513972 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412482345533888e-06 Stepsize:0.011529215046068483 Objective Value:102.2399154321373 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412471064882853e-06 Stepsize:0.009223372036854787 Objective Value:102.23991542973529 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.041246204036003e-06 Stepsize:0.00737869762948383 Objective Value:102.23991542781377 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412454820736708e-06 Stepsize:0.005902958103587064 Objective Value:102.2399154262765 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412449045045063e-06 Stepsize:0.004722366482869652 Objective Value:102.23991542504668 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.041244442449443e-06 Stepsize:0.0037778931862957215 Objective Value:102.23991542406283 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412440728044523e-06 Stepsize:0.0030223145490365774 Objective Value:102.23991542327585 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.041243777088975e-06 Stepsize:0.002417851639229262 Objective Value:102.23991542264613 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.041243540516594e-06 Stepsize:0.0019342813113834097 Objective Value:102.2399154221424 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.0412433512585326e-06 Stepsize:0.0015474250491067279 Objective Value:102.2399154217395 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.7523222565121046e-10 Stepsize:0.0018569100589280734 Objective Value:102.23991542173616 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.7530298208952507e-10 Stepsize:0.0014855280471424588 Objective Value:102.23991542173687 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.753595870849166e-10 Stepsize:0.0011884224377139672 Objective Value:102.2399154217373 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.7540487100872382e-10 Stepsize:0.0009507379501711738 Objective Value:102.23991542173778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.7544109832560416e-10 Stepsize:0.0007605903601369392 Objective Value:102.23991542173815 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.7547007998246973e-10 Stepsize:0.0006084722881095514 Objective Value:102.23991542173829 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.7549326530033889e-10 Stepsize:0.00048677783048764115 Objective Value:102.2399154217385 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.755118136530171e-10 Stepsize:0.00038942226439011294 Objective Value:102.23991542173867 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.7552665222140313e-10 Stepsize:0.00031153781151209035 Objective Value:102.23991542173886 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.7553852338498253e-10 Stepsize:0.0002492302492096723 Objective Value:102.23991542173901 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.7554802003230176e-10 Stepsize:0.00019938419936773785 Objective Value:102.239915421739 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.7555561736154975e-10 Stepsize:0.0001595073594941903 Objective Value:102.23991542173913 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.755616952367219e-10 Stepsize:0.00012760588759535226 Objective Value:102.23991542173918 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.7556655796012197e-10 Stepsize:0.00010208471007628181 Objective Value:102.23991542173927 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.7557044777893773e-10 Stepsize:8.166776806102545e-05 Objective Value:102.23991542173928 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.7557355955796914e-10 Stepsize:6.533421444882036e-05 Objective Value:102.2399154217393 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.7557604903036452e-10 Stepsize:5.2267371559056295e-05 Objective Value:102.23991542173933 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.7557804080504659e-10 Stepsize:4.1813897247245036e-05 Objective Value:102.2399154217394 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.7557963397639982e-10 Stepsize:3.345111779779603e-05 Objective Value:102.23991542173937 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.755809086775527e-10 Stepsize:2.6760894238236826e-05 Objective Value:102.2399154217394 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558192825894636e-10 Stepsize:2.1408715390589462e-05 Objective Value:102.23991542173937 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558274385235995e-10 Stepsize:1.712697231247157e-05 Objective Value:102.23991542173941 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558339663524141e-10 Stepsize:1.3701577849977256e-05 Objective Value:102.2399154217394 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.75583918872558e-10 Stepsize:1.0961262279981805e-05 Objective Value:102.23991542173945 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558433640834376e-10 Stepsize:8.769009823985445e-06 Objective Value:102.23991542173937 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.755846705797821e-10 Stepsize:7.015207859188356e-06 Objective Value:102.2399154217394 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558493772275048e-10 Stepsize:5.612166287350686e-06 Objective Value:102.23991542173941 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558515179974e-10 Stepsize:4.489733029880549e-06 Objective Value:102.23991542173941 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558532287540786e-10 Stepsize:3.5917864239044394e-06 Objective Value:102.23991542173944 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.7558545981607148e-10 Stepsize:2.873429139123552e-06 Objective Value:102.23991542173944 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23991539406448 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.2399153389143 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23991517694739 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23991477051328 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23991368955197 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23991088171195 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23990354589696 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.239884584355 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23983645606056 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23972033820607 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.2394731868366 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23907893967035 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23871748209126 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23857384961119 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.2385548249103 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23855412840294 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:102.23855411968843 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(672.015998, dtype=float64), 'logtau': Array(5.24098425, dtype=float64), 'logamp': Array(0.16513072, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.65837688, dtype=float64), 'logtau': Array(0.09646844, dtype=float64), 'logamp': Array(0.11019853, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11090.781630314883
And log height: -102.24...
log-evidence is ~-105.06
Seems to have converged at iteration 39 / 64 with tolerance 7.93e-06
:::::::::::::::::::::::
Scanning at lag=684.81 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167152902564 Stepsize:1.0 Objective Value:126.893721272591 Decrease Error:24.655167152902564
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516721406196 Stepsize:0.8 Objective Value:126.89372133375039 Decrease Error:24.65516721406196
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516726299107 Stepsize:0.6400000000000001 Objective Value:126.8937213826795 Decrease Error:24.65516726299107
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167302135467 Stepsize:0.5120000000000001 Objective Value:126.8937214218239 Decrease Error:24.655167302135467
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167333451743 Stepsize:0.40960000000000013 Objective Value:126.89372145314017 Decrease Error:24.655167333451743
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167358505082 Stepsize:0.32768000000000014 Objective Value:126.89372147819351 Decrease Error:24.655167358505082
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167378548228 Stepsize:0.2621440000000001 Objective Value:126.89372149823666 Decrease Error:24.655167378548228
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516739458259 Stepsize:0.2097152000000001 Objective Value:126.89372151427102 Decrease Error:24.65516739458259
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516740741036 Stepsize:0.1677721600000001 Objective Value:126.89372152709879 Decrease Error:24.65516740741036
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516741767277 Stepsize:0.13421772800000006 Objective Value:126.8937215373612 Decrease Error:24.65516741767277
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516742588268 Stepsize:0.10737418240000006 Objective Value:126.89372154557111 Decrease Error:24.65516742588268
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516743245057 Stepsize:0.08589934592000005 Objective Value:126.893721552139 Decrease Error:24.65516743245057
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516743770496 Stepsize:0.06871947673600004 Objective Value:126.89372155739339 Decrease Error:24.65516743770496
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167441908432 Stepsize:0.054975581388800036 Objective Value:126.89372156159686 Decrease Error:24.655167441908432
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167445271303 Stepsize:0.043980465111040035 Objective Value:126.89372156495973 Decrease Error:24.655167445271303
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167447961574 Stepsize:0.03518437208883203 Objective Value:126.89372156765 Decrease Error:24.655167447961574
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745011388 Stepsize:0.028147497671065627 Objective Value:126.89372156980231 Decrease Error:24.65516745011388
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745183561 Stepsize:0.022517998136852502 Objective Value:126.89372157152404 Decrease Error:24.65516745183561
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167453212997 Stepsize:0.018014398509482003 Objective Value:126.89372157290143 Decrease Error:24.655167453212997
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167454314963 Stepsize:0.014411518807585602 Objective Value:126.8937215740034 Decrease Error:24.655167454314963
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745519639 Stepsize:0.011529215046068483 Objective Value:126.89372157488482 Decrease Error:24.65516745519639
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167455901676 Stepsize:0.009223372036854787 Objective Value:126.8937215755901 Decrease Error:24.655167455901676
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167456465833 Stepsize:0.00737869762948383 Objective Value:126.89372157615426 Decrease Error:24.655167456465833
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167456917155 Stepsize:0.005902958103587064 Objective Value:126.89372157660559 Decrease Error:24.655167456917155
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745727831 Stepsize:0.004722366482869652 Objective Value:126.89372157696674 Decrease Error:24.65516745727831
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745756713 Stepsize:0.0037778931862957215 Objective Value:126.89372157725556 Decrease Error:24.65516745756713
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167457798328 Stepsize:0.0030223145490365774 Objective Value:126.89372157748676 Decrease Error:24.655167457798328
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167457983055 Stepsize:0.002417851639229262 Objective Value:126.89372157767149 Decrease Error:24.655167457983055
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 24.65516745813119 Stepsize:0.0019342813113834097 Objective Value:126.89372157781962 Decrease Error:24.65516745813119
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 24.655167458249267 Stepsize:0.0015474250491067279 Objective Value:126.8937215779377 Decrease Error:24.655167458249267
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:126.89372157793096 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.9009734830310216e-11 Stepsize:0.002228292070713688 Objective Value:126.89372157793186 Decrease Error:8.952838470577262e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.899476181598414e-11 Stepsize:0.0017826336565709507 Objective Value:126.89372157793173 Decrease Error:7.673861546209082e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.898278334794165e-11 Stepsize:0.0014261069252567607 Objective Value:126.89372157793154 Decrease Error:5.826450433232822e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.897320087606782e-11 Stepsize:0.0011408855402054085 Objective Value:126.8937215779313 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.8965534476576946e-11 Stepsize:0.0009127084321643268 Objective Value:126.89372157793142 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.895940159974389e-11 Stepsize:0.0007301667457314615 Objective Value:126.89372157793129 Decrease Error:3.268496584496461e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.8954495393483945e-11 Stepsize:0.0005841333965851692 Objective Value:126.89372157793115 Decrease Error:1.8474111129762605e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.895057030887494e-11 Stepsize:0.0004673067172681354 Objective Value:126.89372157793117 Decrease Error:2.1316282072803006e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.8947430236613755e-11 Stepsize:0.00037384537381450836 Objective Value:126.89372157793115 Decrease Error:1.8474111129762605e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.8944918280787576e-11 Stepsize:0.00029907629905160673 Objective Value:126.89372157793096 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.894290849776154e-11 Stepsize:0.0002392610392412854 Objective Value:126.89372157793106 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.8941300908001714e-11 Stepsize:0.00019140883139302832 Objective Value:126.89372157793112 Decrease Error:1.5631940186722204e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.89400147011768e-11 Stepsize:0.00015312706511442267 Objective Value:126.89372157793103 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.893898568658896e-11 Stepsize:0.00012250165209153814 Objective Value:126.89372157793113 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.893816255945258e-11 Stepsize:9.800132167323052e-05 Objective Value:126.89372157793102 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.893750403453477e-11 Stepsize:7.840105733858443e-05 Objective Value:126.89372157793102 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.8936977372318055e-11 Stepsize:6.272084587086754e-05 Objective Value:126.89372157793098 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.893655572439911e-11 Stepsize:5.0176676696694036e-05 Objective Value:126.893721577931 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.8936218606133135e-11 Stepsize:4.014134135735523e-05 Objective Value:126.89372157793093 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.8935948777011524e-11 Stepsize:3.211307308588419e-05 Objective Value:126.89372157793093 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.893573314444601e-11 Stepsize:2.5690458468707354e-05 Objective Value:126.89372157793105 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.893556041071114e-11 Stepsize:2.0552366774965883e-05 Objective Value:126.89372157793093 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.893542226387261e-11 Stepsize:1.6441893419972708e-05 Objective Value:126.89372157793099 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.893531203778112e-11 Stepsize:1.3153514735978166e-05 Objective Value:126.89372157793079 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.8935223369525166e-11 Stepsize:1.0522811788782534e-05 Objective Value:126.89372157793093 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.8935152672767256e-11 Stepsize:8.418249431026028e-06 Objective Value:126.89372157793095 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.893509645942571e-11 Stepsize:6.734599544820823e-06 Objective Value:126.893721577931 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.893505098392084e-11 Stepsize:5.387679635856659e-06 Objective Value:126.89372157793085 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.893501468940608e-11 Stepsize:4.310143708685327e-06 Objective Value:126.89372157793098 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.893498599192983e-11 Stepsize:3.448114966948262e-06 Objective Value:126.893721577931 Decrease Error:4.263256414560601e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372157078118 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372155786532 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372151842689 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372142077357 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372115952943 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89372048126779 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89371870033929 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89371404511574 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89370185995242 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89367000281817 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89358678966693 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89336999055104 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89280835119602 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.89137314066093 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.8878262513842 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.87974161689024 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.86433581752857 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.8431522313792 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.82603749819528 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.821267129891 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.82093578081405 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.8209218217503 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:126.82092181384711 Decrease Error:0.0
Change of 0.07 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(684.8143982, dtype=float64), 'logtau': Array(5.18058673, dtype=float64), 'logamp': Array(0.17098345, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.78260309, dtype=float64), 'logtau': Array(0.07226613, dtype=float64), 'logamp': Array(0.11411264, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
9515.962634293615
And log height: -126.82...
log-evidence is ~-129.56
Seems to have converged at iteration 40 / 64 with tolerance 1.68e-06
:::::::::::::::::::::::
Scanning at lag=697.61 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230762353215 Stepsize:1.0 Objective Value:147.77322943737926 Decrease Error:20.95230762353215
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230760271984 Stepsize:0.8 Objective Value:147.77322941656695 Decrease Error:20.95230760271984
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230758606992 Stepsize:0.6400000000000001 Objective Value:147.77322939991703 Decrease Error:20.95230758606992
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 20.9523075727502 Stepsize:0.5120000000000001 Objective Value:147.7732293865973 Decrease Error:20.9523075727502
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307562094305 Stepsize:0.40960000000000013 Objective Value:147.7732293759414 Decrease Error:20.952307562094305
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230755356978 Stepsize:0.32768000000000014 Objective Value:147.7732293674169 Decrease Error:20.95230755356978
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230754675002 Stepsize:0.2621440000000001 Objective Value:147.77322936059713 Decrease Error:20.95230754675002
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307541294132 Stepsize:0.2097152000000001 Objective Value:147.77322935514124 Decrease Error:20.952307541294132
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307536929467 Stepsize:0.1677721600000001 Objective Value:147.77322935077657 Decrease Error:20.952307536929467
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230753343786 Stepsize:0.13421772800000006 Objective Value:147.77322934728497 Decrease Error:20.95230753343786
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307530644745 Stepsize:0.10737418240000006 Objective Value:147.77322934449185 Decrease Error:20.952307530644745
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307528409804 Stepsize:0.08589934592000005 Objective Value:147.7732293422569 Decrease Error:20.952307528409804
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307526622164 Stepsize:0.06871947673600004 Objective Value:147.77322934046927 Decrease Error:20.952307526622164
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230752519184 Stepsize:0.054975581388800036 Objective Value:147.77322933903895 Decrease Error:20.95230752519184
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307524047782 Stepsize:0.043980465111040035 Objective Value:147.7732293378949 Decrease Error:20.952307524047782
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307523132575 Stepsize:0.03518437208883203 Objective Value:147.77322933697968 Decrease Error:20.952307523132575
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307522400318 Stepsize:0.028147497671065627 Objective Value:147.77322933624743 Decrease Error:20.952307522400318
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230752181449 Stepsize:0.022517998136852502 Objective Value:147.7732293356616 Decrease Error:20.95230752181449
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230752134576 Stepsize:0.018014398509482003 Objective Value:147.77322933519287 Decrease Error:20.95230752134576
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307520970848 Stepsize:0.014411518807585602 Objective Value:147.77322933481796 Decrease Error:20.952307520970848
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230752067083 Stepsize:0.011529215046068483 Objective Value:147.77322933451794 Decrease Error:20.95230752067083
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307520430978 Stepsize:0.009223372036854787 Objective Value:147.77322933427808 Decrease Error:20.952307520430978
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307520239188 Stepsize:0.00737869762948383 Objective Value:147.7732293340863 Decrease Error:20.952307520239188
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307520085512 Stepsize:0.005902958103587064 Objective Value:147.77322933393262 Decrease Error:20.952307520085512
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230751996273 Stepsize:0.004722366482869652 Objective Value:147.77322933380984 Decrease Error:20.95230751996273
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307519864277 Stepsize:0.0037778931862957215 Objective Value:147.77322933371138 Decrease Error:20.952307519864277
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307519785748 Stepsize:0.0030223145490365774 Objective Value:147.77322933363286 Decrease Error:20.952307519785748
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307519722737 Stepsize:0.002417851639229262 Objective Value:147.77322933356984 Decrease Error:20.952307519722737
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 20.952307519672516 Stepsize:0.0019342813113834097 Objective Value:147.77322933351962 Decrease Error:20.952307519672516
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 20.95230751963244 Stepsize:0.0015474250491067279 Objective Value:147.77322933347955 Decrease Error:20.95230751963244
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:147.77322933347853 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.4663471505709187e-11 Stepsize:0.002228292070713688 Objective Value:147.77322933347813 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.4664822855896472e-11 Stepsize:0.0017826336565709507 Objective Value:147.77322933347813 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.466590402060881e-11 Stepsize:0.0014261069252567607 Objective Value:147.77322933347833 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.4666768829389494e-11 Stepsize:0.0011408855402054085 Objective Value:147.77322933347835 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.4667460715546965e-11 Stepsize:0.0009127084321643268 Objective Value:147.77322933347838 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.4668014238448985e-11 Stepsize:0.0007301667457314615 Objective Value:147.7732293334784 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.466845703339249e-11 Stepsize:0.0005841333965851692 Objective Value:147.7732293334785 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.4668811286711472e-11 Stepsize:0.0004673067172681354 Objective Value:147.77322933347853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669094744169688e-11 Stepsize:0.00037384537381450836 Objective Value:147.7732293334786 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669321492772086e-11 Stepsize:0.00029907629905160673 Objective Value:147.77322933347844 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669502785774886e-11 Stepsize:0.0002392610392412854 Objective Value:147.77322933347853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669647948163804e-11 Stepsize:0.00019140883139302832 Objective Value:147.77322933347855 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669764011159335e-11 Stepsize:0.00015312706511442267 Objective Value:147.77322933347858 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.466985684893497e-11 Stepsize:0.00012250165209153814 Objective Value:147.7732293334786 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.466993111000752e-11 Stepsize:9.800132167323052e-05 Objective Value:147.77322933347855 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.4669990614495582e-11 Stepsize:7.840105733858443e-05 Objective Value:147.77322933347867 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670038140243703e-11 Stepsize:6.272084587086754e-05 Objective Value:147.77322933347853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670076142376882e-11 Stepsize:5.0176676696694036e-05 Objective Value:147.7732293334787 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670106579235292e-11 Stepsize:4.014134135735523e-05 Objective Value:147.77322933347867 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670130906021537e-11 Stepsize:3.211307308588419e-05 Objective Value:147.7732293334787 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670150423778224e-11 Stepsize:2.5690458468707354e-05 Objective Value:147.7732293334785 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670166037560058e-11 Stepsize:2.0552366774965883e-05 Objective Value:147.77322933347853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.467017843896944e-11 Stepsize:1.6441893419972708e-05 Objective Value:147.77322933347858 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.467018852967294e-11 Stepsize:1.3153514735978166e-05 Objective Value:147.77322933347844 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670196422749458e-11 Stepsize:1.0522811788782534e-05 Objective Value:147.77322933347853 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.467020282631854e-11 Stepsize:8.418249431026028e-06 Objective Value:147.7732293334785 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.467020792206875e-11 Stepsize:6.734599544820823e-06 Objective Value:147.77322933347858 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.467021191159393e-11 Stepsize:5.387679635856659e-06 Objective Value:147.7732293334787 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670215290831875e-11 Stepsize:4.310143708685327e-06 Objective Value:147.77322933347855 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.4670217844212694e-11 Stepsize:3.448114966948262e-06 Objective Value:147.7732293334787 Decrease Error:1.7053025658242404e-13
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77322930302665 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77322925275013 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.7732290918604 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77322869973403 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77322764415874 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77322491035108 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77321772684496 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77319896118084 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77314985552573 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77302155842168 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.7726867187054 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.77181524624223 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.76955922520048 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.7637870242025 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.74940803371723 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.71575622865248 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.6470456694695 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.5357810092715 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.3976320643281 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.30352651681136 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.29437112420246 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.29356566892196 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:147.29356100814786 Decrease Error:0.0
Change of 0.48 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(697.6127984, dtype=float64), 'logtau': Array(4.98916202, dtype=float64), 'logamp': Array(0.17619569, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(1.9189025, dtype=float64), 'logtau': Array(-0.0043352, dtype=float64), 'logamp': Array(0.11759914, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8847.571011257787
And log height: -147.29...
log-evidence is ~-150.00
Seems to have converged at iteration 41 / 64 with tolerance 3.84e-05
:::::::::::::::::::::::
Scanning at lag=710.41 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.036573707760965 Stepsize:1.0 Objective Value:152.3301347159087 Decrease Error:5.036573707760965
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.036574160094318 Stepsize:0.8 Objective Value:152.3301351682421 Decrease Error:5.036574160094318
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.0365745219971245 Stepsize:0.6400000000000001 Objective Value:152.3301355301449 Decrease Error:5.0365745219971245
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.036574811542209 Stepsize:0.5120000000000001 Objective Value:152.33013581969 Decrease Error:5.036574811542209
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575043193039 Stepsize:0.40960000000000013 Objective Value:152.33013605134084 Decrease Error:5.036575043193039
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575228523134 Stepsize:0.32768000000000014 Objective Value:152.33013623667097 Decrease Error:5.036575228523134
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575376793394 Stepsize:0.2621440000000001 Objective Value:152.33013638494123 Decrease Error:5.036575376793394
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575495413246 Stepsize:0.2097152000000001 Objective Value:152.33013650356108 Decrease Error:5.036575495413246
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575590311742 Stepsize:0.1677721600000001 Objective Value:152.33013659845957 Decrease Error:5.036575590311742
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575666232096 Stepsize:0.13421772800000006 Objective Value:152.33013667437993 Decrease Error:5.036575666232096
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.03657572696963 Stepsize:0.10737418240000006 Objective Value:152.3301367351175 Decrease Error:5.03657572696963
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575775560038 Stepsize:0.08589934592000005 Objective Value:152.3301367837079 Decrease Error:5.036575775560038
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575814432894 Stepsize:0.06871947673600004 Objective Value:152.33013682258076 Decrease Error:5.036575814432894
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575845531274 Stepsize:0.054975581388800036 Objective Value:152.33013685367914 Decrease Error:5.036575845531274
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575870410417 Stepsize:0.043980465111040035 Objective Value:152.33013687855828 Decrease Error:5.036575870410417
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575890313543 Stepsize:0.03518437208883203 Objective Value:152.3301368984614 Decrease Error:5.036575890313543
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575906236294 Stepsize:0.028147497671065627 Objective Value:152.33013691438416 Decrease Error:5.036575906236294
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575918974421 Stepsize:0.022517998136852502 Objective Value:152.33013692712228 Decrease Error:5.036575918974421
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575929165025 Stepsize:0.018014398509482003 Objective Value:152.3301369373129 Decrease Error:5.036575929165025
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575937317622 Stepsize:0.014411518807585602 Objective Value:152.33013694546548 Decrease Error:5.036575937317622
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575943839637 Stepsize:0.011529215046068483 Objective Value:152.3301369519875 Decrease Error:5.036575943839637
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575949057152 Stepsize:0.009223372036854787 Objective Value:152.330136957205 Decrease Error:5.036575949057152
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575953231278 Stepsize:0.00737869762948383 Objective Value:152.33013696137914 Decrease Error:5.036575953231278
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575956570516 Stepsize:0.005902958103587064 Objective Value:152.33013696471838 Decrease Error:5.036575956570516
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575959242043 Stepsize:0.004722366482869652 Objective Value:152.3301369673899 Decrease Error:5.036575959242043
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575961379157 Stepsize:0.0037778931862957215 Objective Value:152.33013696952702 Decrease Error:5.036575961379157
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575963088836 Stepsize:0.0030223145490365774 Objective Value:152.3301369712367 Decrease Error:5.036575963088836
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575964456716 Stepsize:0.002417851639229262 Objective Value:152.33013697260458 Decrease Error:5.036575964456716
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575965550782 Stepsize:0.0019342813113834097 Objective Value:152.33013697369864 Decrease Error:5.036575965550782
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.036575966426284 Stepsize:0.0015474250491067279 Objective Value:152.33013697457415 Decrease Error:5.036575966426284
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.1526892685707257e-09 Stepsize:0.0018569100589280734 Objective Value:152.330136974515 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.5771915175643511e-09 Stepsize:0.0014855280471424588 Objective Value:152.33013697452662 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.9167932489576045e-09 Stepsize:0.0011884224377139672 Objective Value:152.3301369745361 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.1884745038161582e-09 Stepsize:0.0009507379501711738 Objective Value:152.33013697454345 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.4058195720829262e-09 Stepsize:0.0007605903601369392 Objective Value:152.33013697454956 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.5796954949657766e-09 Stepsize:0.0006084722881095514 Objective Value:152.3301369745543 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.7187962556066217e-09 Stepsize:0.00048677783048764115 Objective Value:152.3301369745583 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.8300768684777905e-09 Stepsize:0.00038942226439011294 Objective Value:152.33013697456144 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.919101321976904e-09 Stepsize:0.00031153781151209035 Objective Value:152.33013697456383 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.9903208649352947e-09 Stepsize:0.0002492302492096723 Objective Value:152.3301369745659 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.0472965213329956e-09 Stepsize:0.00019938419936773785 Objective Value:152.33013697456738 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.092877101767151e-09 Stepsize:0.0001595073594941903 Objective Value:152.33013697456883 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.1293414748463366e-09 Stepsize:0.00012760588759535226 Objective Value:152.33013697456988 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.1585129985499117e-09 Stepsize:0.00010208471007628181 Objective Value:152.33013697457073 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.1818502308701424e-09 Stepsize:8.166776806102545e-05 Objective Value:152.33013697457133 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.200520036588911e-09 Stepsize:6.533421444882036e-05 Objective Value:152.33013697457199 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.2154558292089575e-09 Stepsize:5.2267371559056295e-05 Objective Value:152.33013697457224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.2274045139806043e-09 Stepsize:4.1813897247245036e-05 Objective Value:152.33013697457272 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.2369634071541323e-09 Stepsize:3.345111779779603e-05 Objective Value:152.33013697457287 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.244610590713265e-09 Stepsize:2.6760894238236826e-05 Objective Value:152.33013697457335 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.25072830403704e-09 Stepsize:2.1408715390589462e-05 Objective Value:152.33013697457346 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.2556224780787707e-09 Stepsize:1.712697231247157e-05 Objective Value:152.33013697457352 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.2595378187866703e-09 Stepsize:1.3701577849977256e-05 Objective Value:152.3301369745736 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.262670073008289e-09 Stepsize:1.0961262279981805e-05 Objective Value:152.33013697457378 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.265175878141992e-09 Stepsize:8.769009823985445e-06 Objective Value:152.3301369745737 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.267180545299092e-09 Stepsize:7.015207859188356e-06 Objective Value:152.33013697457392 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.2687842317752417e-09 Stepsize:5.612166287350686e-06 Objective Value:152.33013697457383 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.270067247677963e-09 Stepsize:4.489733029880549e-06 Objective Value:152.33013697457386 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.271093585980503e-09 Stepsize:3.5917864239044394e-06 Objective Value:152.33013697457406 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.271914742925028e-09 Stepsize:2.873429139123552e-06 Objective Value:152.330136974574 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.6905411232291954e-09 Stepsize:1.0 Objective Value:152.33013697726477 Decrease Error:2.6905411232291954e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.07742800739652e-09 Stepsize:0.8 Objective Value:152.3301369766516 Decrease Error:2.07742800739652e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.6140120351337828e-09 Stepsize:0.6400000000000001 Objective Value:152.33013697618816 Decrease Error:1.6140120351337828e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.2606165000761393e-09 Stepsize:0.5120000000000001 Objective Value:152.33013697583473 Decrease Error:1.2606165000761393e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.887912710837554e-10 Stepsize:0.40960000000000013 Objective Value:152.33013697556288 Decrease Error:9.887912710837554e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.783285127516137e-10 Stepsize:0.32768000000000014 Objective Value:152.33013697535242 Decrease Error:7.783285127516137e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.146194664324867e-10 Stepsize:0.2621440000000001 Objective Value:152.33013697518868 Decrease Error:6.146194664324867e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.864944003202254e-10 Stepsize:0.2097152000000001 Objective Value:152.33013697506055 Decrease Error:4.864944003202254e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.85938392355456e-10 Stepsize:0.1677721600000001 Objective Value:152.33013697495997 Decrease Error:3.85938392355456e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.480478120275895e-10 Stepsize:0.13421772800000006 Objective Value:152.3301369748807 Decrease Error:3.0667024475405924e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.2287912964955964e-10 Stepsize:0.10737418240000006 Objective Value:152.3301369748179 Decrease Error:2.438582669128664e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.0274419552767e-10 Stepsize:0.08589934592000005 Objective Value:152.33013697476835 Decrease Error:1.943192273756722e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.866362570277813e-10 Stepsize:0.06871947673600004 Objective Value:152.33013697472882 Decrease Error:1.5478462955798022e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.737499113439493e-10 Stepsize:0.054975581388800036 Objective Value:152.33013697469764 Decrease Error:1.2363443602225743e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.634408397476219e-10 Stepsize:0.043980465111040035 Objective Value:152.33013697467268 Decrease Error:9.868017514236271e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.5519358427914474e-10 Stepsize:0.03518437208883203 Objective Value:152.33013697465265 Decrease Error:7.864286999392789e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.4859577852200523e-10 Stepsize:0.028147497671065627 Objective Value:152.3301369746371 Decrease Error:6.30961949354969e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.433175378512699e-10 Stepsize:0.022517998136852502 Objective Value:152.33013697462428 Decrease Error:5.027800398238469e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.3909494563519887e-10 Stepsize:0.018014398509482003 Objective Value:152.33013697461413 Decrease Error:4.013145371573046e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.357168712816163e-10 Stepsize:0.014411518807585602 Objective Value:152.33013697460598 Decrease Error:3.197442310920451e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.3301441301915527e-10 Stepsize:0.011529215046068483 Objective Value:152.33013697459958 Decrease Error:2.5579538487363607e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.3085244452877332e-10 Stepsize:0.009223372036854787 Objective Value:152.3301369745945 Decrease Error:2.049205249932129e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.29122870477791e-10 Stepsize:0.00737869762948383 Objective Value:152.33013697459046 Decrease Error:1.645616976020392e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.2773921353890187e-10 Stepsize:0.005902958103587064 Objective Value:152.33013697458713 Decrease Error:1.3130829756846651e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.26632286333027e-10 Stepsize:0.004722366482869652 Objective Value:152.33013697458455 Decrease Error:1.0544454198679887e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.2574674513007937e-10 Stepsize:0.0037778931862957215 Objective Value:152.33013697458233 Decrease Error:8.327560863108374e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.2503831124885992e-10 Stepsize:0.0030223145490365774 Objective Value:152.3301369745808 Decrease Error:6.792788553866558e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.244715641398186e-10 Stepsize:0.002417851639229262 Objective Value:152.33013697457935 Decrease Error:5.343281372915953e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.2401816737280213e-10 Stepsize:0.0019342813113834097 Objective Value:152.3301369745784 Decrease Error:4.405364961712621e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.2365545017535177e-10 Stepsize:0.0015474250491067279 Objective Value:152.33013697457733 Decrease Error:3.325340003357269e-12
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.2662970041786517e-09 Stepsize:0.0018569100589280734 Objective Value:152.3301369745537 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.2682552607155074e-09 Stepsize:0.0014855280471424588 Objective Value:152.3301369745585 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.2698218648075101e-09 Stepsize:0.0011884224377139672 Objective Value:152.33013697456235 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.2710751458083535e-09 Stepsize:0.0009507379501711738 Objective Value:152.33013697456536 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.2720777722570155e-09 Stepsize:0.0007605903601369392 Objective Value:152.33013697456772 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.2728798741044134e-09 Stepsize:0.0006084722881095514 Objective Value:152.33013697456974 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.2735215551960848e-09 Stepsize:0.00048677783048764115 Objective Value:152.33013697457125 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.2740349020345383e-09 Stepsize:0.00038942226439011294 Objective Value:152.3301369745722 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.274445577563224e-09 Stepsize:0.00031153781151209035 Objective Value:152.33013697457335 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.2747741167406953e-09 Stepsize:0.0002492302492096723 Objective Value:152.33013697457432 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.2750369488077325e-09 Stepsize:0.00019938419936773785 Objective Value:152.3301369745748 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.2752472154263022e-09 Stepsize:0.0001595073594941903 Objective Value:152.33013697457548 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.2754154241349828e-09 Stepsize:0.00012760588759535226 Objective Value:152.33013697457588 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.2755499974160497e-09 Stepsize:0.00010208471007628181 Objective Value:152.3301369745762 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.275657650939732e-09 Stepsize:8.166776806102545e-05 Objective Value:152.33013697457656 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.2757437819051019e-09 Stepsize:6.533421444882036e-05 Objective Value:152.33013697457653 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.2758126801274614e-09 Stepsize:5.2267371559056295e-05 Objective Value:152.33013697457682 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.2758677992650684e-09 Stepsize:4.1813897247245036e-05 Objective Value:152.33013697457693 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.2759118913618498e-09 Stepsize:3.345111779779603e-05 Objective Value:152.3301369745769 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.275947172418626e-09 Stepsize:2.6760894238236826e-05 Objective Value:152.3301369745771 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.2759753933202615e-09 Stepsize:2.1408715390589462e-05 Objective Value:152.33013697457704 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.2759979670464615e-09 Stepsize:1.712697231247157e-05 Objective Value:152.33013697457702 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.2760160320840458e-09 Stepsize:1.3701577849977256e-05 Objective Value:152.33013697457721 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.2760304783664865e-09 Stepsize:1.0961262279981805e-05 Objective Value:152.33013697457724 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.276042040610162e-09 Stepsize:8.769009823985445e-06 Objective Value:152.3301369745773 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.276051286686289e-09 Stepsize:7.015207859188356e-06 Objective Value:152.33013697457739 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.2760586854242155e-09 Stepsize:5.612166287350686e-06 Objective Value:152.33013697457736 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.2760646070247735e-09 Stepsize:4.489733029880549e-06 Objective Value:152.33013697457739 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.276069338503383e-09 Stepsize:3.5917864239044394e-06 Objective Value:152.33013697457744 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.2760731265295908e-09 Stepsize:2.873429139123552e-06 Objective Value:152.33013697457721 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.33013694105682 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3301369070231 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.33013676188494 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.33013643705743 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3301355313066 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3301332158395 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.33012710093917 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.33011115859637 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3300694234449 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.32996052062276 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.32967707687246 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3289452170576 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.3270906620659 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.32260438649828 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.31287898254976 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.29610965942643 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.27673588267376 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.26596018283507 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.26439094839665 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.26430029435386 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:152.26429869578473 Decrease Error:0.0
Change of 0.07 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(710.4111986, dtype=float64), 'logtau': Array(4.91223963, dtype=float64), 'logamp': Array(0.17629459, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(2.07061363, dtype=float64), 'logtau': Array(-0.03510775, dtype=float64), 'logamp': Array(0.11766529, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
8767.90060969238
And log height: -152.26...
log-evidence is ~-154.97
Seems to have converged at iteration 42 / 64 with tolerance 2.75e-05
:::::::::::::::::::::::
Scanning at lag=723.21 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.249650572607566e-07 Stepsize:1.0 Objective Value:130.36195168496448 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.24758595629951e-07 Stepsize:0.8 Objective Value:130.36195155980516 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.245934256406136e-07 Stepsize:0.6400000000000001 Objective Value:130.3619514597075 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.244612892099482e-07 Stepsize:0.5120000000000001 Objective Value:130.36195137964833 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 6.243555797843994e-07 Stepsize:0.40960000000000013 Objective Value:130.36195131561317 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.242710120634615e-07 Stepsize:0.32768000000000014 Objective Value:130.36195126439281 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.242033577726821e-07 Stepsize:0.2621440000000001 Objective Value:130.36195122342167 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 6.241492342661569e-07 Stepsize:0.2097152000000001 Objective Value:130.36195119064774 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 6.241059354144602e-07 Stepsize:0.1677721600000001 Objective Value:130.36195116443082 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.240712963021583e-07 Stepsize:0.13421772800000006 Objective Value:130.36195114345847 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.240435849932782e-07 Stepsize:0.10737418240000006 Objective Value:130.36195112668142 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.240214159334382e-07 Stepsize:0.08589934592000005 Objective Value:130.36195111326043 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 6.240036806779732e-07 Stepsize:0.06871947673600004 Objective Value:130.3619511025239 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 6.239894924699222e-07 Stepsize:0.054975581388800036 Objective Value:130.36195109393498 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 6.23978141898522e-07 Stepsize:0.043980465111040035 Objective Value:130.3619510870639 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 6.239690614391428e-07 Stepsize:0.03518437208883203 Objective Value:130.36195108156716 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 6.239617970718474e-07 Stepsize:0.028147497671065627 Objective Value:130.36195107716978 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 6.239559855748403e-07 Stepsize:0.022517998136852502 Objective Value:130.36195107365194 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 6.239513363793493e-07 Stepsize:0.018014398509482003 Objective Value:130.3619510708377 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 6.239476170201412e-07 Stepsize:0.014411518807585602 Objective Value:130.36195106858628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 6.239446415337678e-07 Stepsize:0.011529215046068483 Objective Value:130.36195106678517 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 6.239422611453619e-07 Stepsize:0.009223372036854787 Objective Value:130.3619510653444 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 6.239403568326207e-07 Stepsize:0.00737869762948383 Objective Value:130.3619510641916 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 6.239388333838251e-07 Stepsize:0.005902958103587064 Objective Value:130.3619510632695 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 6.239376146249331e-07 Stepsize:0.004722366482869652 Objective Value:130.36195106253183 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 6.23936639617037e-07 Stepsize:0.0037778931862957215 Objective Value:130.3619510619416 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 6.239358596103011e-07 Stepsize:0.0030223145490365774 Objective Value:130.36195106146943 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 6.239352356052436e-07 Stepsize:0.002417851639229262 Objective Value:130.3619510610917 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 6.239347364018307e-07 Stepsize:0.0019342813113834097 Objective Value:130.36195106078958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 6.239343370397493e-07 Stepsize:0.0015474250491067279 Objective Value:130.3619510605479 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.482245850105833e-10 Stepsize:0.0018569100589280734 Objective Value:130.36195106054103 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.52251776641456e-10 Stepsize:0.0014855280471424588 Objective Value:130.36195106054237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.554735292638308e-10 Stepsize:0.0011884224377139672 Objective Value:130.3619510605435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.5805093101571764e-10 Stepsize:0.0009507379501711738 Objective Value:130.3619510605444 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.6011285125789313e-10 Stepsize:0.0007605903601369392 Objective Value:130.3619510605451 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.617623910782898e-10 Stepsize:0.0006084722881095514 Objective Value:130.36195106054555 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.630820204168017e-10 Stepsize:0.00048677783048764115 Objective Value:130.36195106054606 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.641377256713779e-10 Stepsize:0.00038942226439011294 Objective Value:130.3619510605464 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.6498229104987354e-10 Stepsize:0.00031153781151209035 Objective Value:130.36195106054663 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.656579372373463e-10 Stepsize:0.0002492302492096723 Objective Value:130.36195106054703 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.6619845801421935e-10 Stepsize:0.00019938419936773785 Objective Value:130.36195106054714 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.666308768409681e-10 Stepsize:0.0001595073594941903 Objective Value:130.3619510605472 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.669768074399434e-10 Stepsize:0.00012760588759535226 Objective Value:130.36195106054743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.6725355555441963e-10 Stepsize:0.00010208471007628181 Objective Value:130.36195106054743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.674749521067187e-10 Stepsize:8.166776806102545e-05 Objective Value:130.3619510605475 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.67652071000611e-10 Stepsize:6.533421444882036e-05 Objective Value:130.36195106054763 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.677937639883169e-10 Stepsize:5.2267371559056295e-05 Objective Value:130.36195106054765 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.6790711997073416e-10 Stepsize:4.1813897247245036e-05 Objective Value:130.3619510605477 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.679978058557779e-10 Stepsize:3.345111779779603e-05 Objective Value:130.36195106054774 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.6807034984727936e-10 Stepsize:2.6760894238236826e-05 Objective Value:130.3619510605478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.681283923721436e-10 Stepsize:2.1408715390589462e-05 Objective Value:130.36195106054768 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.6817482198720955e-10 Stepsize:1.712697231247157e-05 Objective Value:130.36195106054765 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.682119653471407e-10 Stepsize:1.3701577849977256e-05 Objective Value:130.3619510605478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.682416807799664e-10 Stepsize:1.0961262279981805e-05 Objective Value:130.3619510605478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.682654522492937e-10 Stepsize:8.769009823985445e-06 Objective Value:130.3619510605478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.682844697923679e-10 Stepsize:7.015207859188356e-06 Objective Value:130.36195106054777 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.682996853454726e-10 Stepsize:5.612166287350686e-06 Objective Value:130.36195106054777 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.6831185520060953e-10 Stepsize:4.489733029880549e-06 Objective Value:130.3619510605478 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.6832159232629997e-10 Stepsize:3.5917864239044394e-06 Objective Value:130.36195106054788 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.6832938177299654e-10 Stepsize:2.873429139123552e-06 Objective Value:130.36195106054782 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195105861052 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195105523544 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195104467086 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195101873082 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.3619509491038 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195076858237 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36195029455237 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.3619490572887 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36194583025852 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36193747730943 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36191623154667 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36186459755436 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36175243766985 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36156450045297 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.3613781841363 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36129904433716 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36128734145368 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36128683427515 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:130.36128682914682 Decrease Error:0.0
Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(723.2095988, dtype=float64), 'logtau': Array(4.90440142, dtype=float64), 'logamp': Array(0.17046565, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(2.24261943, dtype=float64), 'logtau': Array(-0.03824409, dtype=float64), 'logamp': Array(0.11376631, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10332.500065186281
And log height: -130.36...
log-evidence is ~-133.14
Seems to have converged at iteration 43 / 64 with tolerance 3.87e-06
:::::::::::::::::::::::
Scanning at lag=736.01 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.880096379590583 Stepsize:1.0 Objective Value:132.2413832087374 Decrease Error:1.880096379590583
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.880096176675579 Stepsize:0.8 Objective Value:132.2413830058224 Decrease Error:1.880096176675579
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800960143443604 Stepsize:0.6400000000000001 Objective Value:132.24138284349118 Decrease Error:1.8800960143443604
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800958844798288 Stepsize:0.5120000000000001 Objective Value:132.24138271362665 Decrease Error:1.8800958844798288
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800957805885332 Stepsize:0.40960000000000013 Objective Value:132.24138260973535 Decrease Error:1.8800957805885332
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800956974754968 Stepsize:0.32768000000000014 Objective Value:132.24138252662232 Decrease Error:1.8800956974754968
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800956309853802 Stepsize:0.2621440000000001 Objective Value:132.2413824601322 Decrease Error:1.8800956309853802
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800955777933552 Stepsize:0.2097152000000001 Objective Value:132.24138240694018 Decrease Error:1.8800955777933552
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800955352398034 Stepsize:0.1677721600000001 Objective Value:132.24138236438662 Decrease Error:1.8800955352398034
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800955011969904 Stepsize:0.13421772800000006 Objective Value:132.2413823303438 Decrease Error:1.8800955011969904
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800954739626263 Stepsize:0.10737418240000006 Objective Value:132.24138230310945 Decrease Error:1.8800954739626263
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800954521752828 Stepsize:0.08589934592000005 Objective Value:132.2413822813221 Decrease Error:1.8800954521752828
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.880095434745357 Stepsize:0.06871947673600004 Objective Value:132.24138226389218 Decrease Error:1.880095434745357
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800954208014105 Stepsize:0.054975581388800036 Objective Value:132.24138224994823 Decrease Error:1.8800954208014105
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800954096463158 Stepsize:0.043980465111040035 Objective Value:132.24138223879314 Decrease Error:1.8800954096463158
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800954007221549 Stepsize:0.03518437208883203 Objective Value:132.24138222986898 Decrease Error:1.8800954007221549
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953935828488 Stepsize:0.028147497671065627 Objective Value:132.24138222272967 Decrease Error:1.8800953935828488
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953878715347 Stepsize:0.022517998136852502 Objective Value:132.24138221701836 Decrease Error:1.8800953878715347
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.880095383302347 Stepsize:0.018014398509482003 Objective Value:132.24138221244917 Decrease Error:1.880095383302347
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953796470026 Stepsize:0.014411518807585602 Objective Value:132.24138220879382 Decrease Error:1.8800953796470026
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.880095376722835 Stepsize:0.011529215046068483 Objective Value:132.24138220586966 Decrease Error:1.880095376722835
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953743834157 Stepsize:0.009223372036854787 Objective Value:132.24138220353024 Decrease Error:1.8800953743834157
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953725118745 Stepsize:0.00737869762948383 Objective Value:132.2413822016587 Decrease Error:1.8800953725118745
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953710146189 Stepsize:0.005902958103587064 Objective Value:132.24138220016144 Decrease Error:1.8800953710146189
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953698168712 Stepsize:0.004722366482869652 Objective Value:132.2413821989637 Decrease Error:1.8800953698168712
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.88009536885869 Stepsize:0.0037778931862957215 Objective Value:132.2413821980055 Decrease Error:1.88009536885869
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953680920713 Stepsize:0.0030223145490365774 Objective Value:132.2413821972389 Decrease Error:1.8800953680920713
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953674788445 Stepsize:0.002417851639229262 Objective Value:132.24138219662566 Decrease Error:1.8800953674788445
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.880095366988229 Stepsize:0.0019342813113834097 Objective Value:132.24138219613505 Decrease Error:1.880095366988229
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.8800953665957252 Stepsize:0.0015474250491067279 Objective Value:132.24138219574255 Decrease Error:1.8800953665957252
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718059488739563e-10 Stepsize:0.0018569100589280734 Objective Value:132.24138219573962 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.571813231732323e-10 Stepsize:0.0014855280471424588 Objective Value:132.24138219574027 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.571819057937476e-10 Stepsize:0.0011884224377139672 Objective Value:132.24138219574067 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.571823719022208e-10 Stepsize:0.0009507379501711738 Objective Value:132.24138219574107 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718274478447436e-10 Stepsize:0.0007605903601369392 Objective Value:132.24138219574138 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718304307480298e-10 Stepsize:0.0006084722881095514 Objective Value:132.24138219574164 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718328172398667e-10 Stepsize:0.00048677783048764115 Objective Value:132.24138219574186 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718347265596633e-10 Stepsize:0.00038942226439011294 Objective Value:132.24138219574195 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718362536166672e-10 Stepsize:0.00031153781151209035 Objective Value:132.24138219574212 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718374756465188e-10 Stepsize:0.0002492302492096723 Objective Value:132.24138219574215 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718384532431098e-10 Stepsize:0.00019938419936773785 Objective Value:132.24138219574223 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718392353194164e-10 Stepsize:0.0001595073594941903 Objective Value:132.24138219574232 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.571839860803948e-10 Stepsize:0.00012760588759535226 Objective Value:132.24138219574237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718403612603285e-10 Stepsize:0.00010208471007628181 Objective Value:132.24138219574243 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718407616361267e-10 Stepsize:8.166776806102545e-05 Objective Value:132.2413821957424 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718410819196658e-10 Stepsize:6.533421444882036e-05 Objective Value:132.24138219574246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718413381810137e-10 Stepsize:5.2267371559056295e-05 Objective Value:132.24138219574246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718415430737176e-10 Stepsize:4.1813897247245036e-05 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.571841706990541e-10 Stepsize:3.345111779779603e-05 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.571841838347087e-10 Stepsize:2.6760894238236826e-05 Objective Value:132.24138219574252 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718419433180272e-10 Stepsize:2.1408715390589462e-05 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718420271347166e-10 Stepsize:1.712697231247157e-05 Objective Value:132.2413821957426 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.571842094457557e-10 Stepsize:1.3701577849977256e-05 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718421480158473e-10 Stepsize:1.0961262279981805e-05 Objective Value:132.2413821957426 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.571842191016269e-10 Stepsize:8.769009823985445e-06 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.571842225495076e-10 Stepsize:7.015207859188356e-06 Objective Value:132.24138219574257 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718422529993607e-10 Stepsize:5.612166287350686e-06 Objective Value:132.2413821957426 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718422750996415e-10 Stepsize:4.489733029880549e-06 Objective Value:132.24138219574255 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.571842292697545e-10 Stepsize:3.5917864239044394e-06 Objective Value:132.2413821957425 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.5718423066760371e-10 Stepsize:2.873429139123552e-06 Objective Value:132.24138219574255 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.241380295321 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24137709483853 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24136692231863 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24134209880222 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24127549627445 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24110409837803 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.24066172861976 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.2395594930567 Decrease Error:0.0
10
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.23701281137545 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.23216806673778 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.22606168640093 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.22204663564264 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.22102490128913 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.2209742543178 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.22097367189616 Decrease Error:0.0
Change of 0.02 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(736.007999, dtype=float64), 'logtau': Array(4.82257565, dtype=float64), 'logamp': Array(0.13442907, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(2.4424829, dtype=float64), 'logtau': Array(-0.07099955, dtype=float64), 'logamp': Array(0.08967944, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10842.545552996458
And log height: -132.22...
log-evidence is ~-135.03
Seems to have converged at iteration 44 / 64 with tolerance 4.26e-05
:::::::::::::::::::::::
Scanning at lag=748.81 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.635562052152608 Stepsize:1.0 Objective Value:137.8565357240483 Decrease Error:5.635562052152608
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.635569554031292 Stepsize:0.8 Objective Value:137.85654322592708 Decrease Error:5.635569554031292
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.6355755556660085 Stepsize:0.6400000000000001 Objective Value:137.85654922756189 Decrease Error:5.6355755556660085
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.635580357058302 Stepsize:0.5120000000000001 Objective Value:137.85655402895424 Decrease Error:5.635580357058302
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.6355841982262405 Stepsize:0.40960000000000013 Objective Value:137.8565578701222 Decrease Error:5.6355841982262405
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.635587271195192 Stepsize:0.32768000000000014 Objective Value:137.8565609430912 Decrease Error:5.635587271195192
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.6355897295924535 Stepsize:0.2621440000000001 Objective Value:137.8565634014885 Decrease Error:5.6355897295924535
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.635591696324525 Stepsize:0.2097152000000001 Objective Value:137.8565653682206 Decrease Error:5.635591696324525
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.635593269719152 Stepsize:0.1677721600000001 Objective Value:137.85656694161523 Decrease Error:5.635593269719152
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.635594528440635 Stepsize:0.13421772800000006 Objective Value:137.85656820033674 Decrease Error:5.635594528440635
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.635595535421601 Stepsize:0.10737418240000006 Objective Value:137.8565692073177 Decrease Error:5.635595535421601
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.635596341008835 Stepsize:0.08589934592000005 Objective Value:137.85657001290497 Decrease Error:5.635596341008835
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.635596985480049 Stepsize:0.06871947673600004 Objective Value:137.85657065737618 Decrease Error:5.635596985480049
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.635597501058072 Stepsize:0.054975581388800036 Objective Value:137.8565711729542 Decrease Error:5.635597501058072
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.635597913521025 Stepsize:0.043980465111040035 Objective Value:137.85657158541716 Decrease Error:5.635597913521025
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.6355982434918985 Stepsize:0.03518437208883203 Objective Value:137.85657191538803 Decrease Error:5.6355982434918985
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.635598507468615 Stepsize:0.028147497671065627 Objective Value:137.85657217936478 Decrease Error:5.635598507468615
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.635598718650385 Stepsize:0.022517998136852502 Objective Value:137.85657239054655 Decrease Error:5.635598718650385
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.635598887595819 Stepsize:0.018014398509482003 Objective Value:137.85657255949198 Decrease Error:5.635598887595819
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599022752331 Stepsize:0.014411518807585602 Objective Value:137.8565726946485 Decrease Error:5.635599022752331
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599130877381 Stepsize:0.011529215046068483 Objective Value:137.85657280277354 Decrease Error:5.635599130877381
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599217377603 Stepsize:0.009223372036854787 Objective Value:137.85657288927376 Decrease Error:5.635599217377603
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599286577815 Stepsize:0.00737869762948383 Objective Value:137.85657295847398 Decrease Error:5.635599286577815
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599341937876 Stepsize:0.005902958103587064 Objective Value:137.85657301383404 Decrease Error:5.635599341937876
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599386226062 Stepsize:0.004722366482869652 Objective Value:137.85657305812222 Decrease Error:5.635599386226062
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599421656508 Stepsize:0.0037778931862957215 Objective Value:137.85657309355267 Decrease Error:5.635599421656508
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599450000996 Stepsize:0.0030223145490365774 Objective Value:137.85657312189716 Decrease Error:5.635599450000996
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599472676489 Stepsize:0.002417851639229262 Objective Value:137.85657314457265 Decrease Error:5.635599472676489
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599490816816 Stepsize:0.0019342813113834097 Objective Value:137.85657316271298 Decrease Error:5.635599490816816
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.635599505329111 Stepsize:0.0015474250491067279 Objective Value:137.85657317722527 Decrease Error:5.635599505329111
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.4050206869366205e-09 Stepsize:0.0018569100589280734 Objective Value:137.85657317732546 Decrease Error:1.0018652574217413e-10
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.402254104261225e-09 Stepsize:0.0014855280471424588 Objective Value:137.85657317730536 Decrease Error:8.009237717487849e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.400040833434847e-09 Stepsize:0.0011884224377139672 Objective Value:137.85657317728942 Decrease Error:6.414779818442184e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.398270217689896e-09 Stepsize:0.0009507379501711738 Objective Value:137.85657317727666 Decrease Error:5.1386450650170445e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.396853730726365e-09 Stepsize:0.0007605903601369392 Objective Value:137.85657317726637 Decrease Error:4.1097791836364195e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.395720537713198e-09 Stepsize:0.0006084722881095514 Objective Value:137.85657317725813 Decrease Error:3.285549610154703e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.394813981931149e-09 Stepsize:0.00048677783048764115 Objective Value:137.85657317725168 Decrease Error:2.6403768060845323e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.394088738552343e-09 Stepsize:0.00038942226439011294 Objective Value:137.85657317724625 Decrease Error:2.0975221559638157e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.393508543589089e-09 Stepsize:0.00031153781151209035 Objective Value:137.85657317724218 Decrease Error:1.6910917111090384e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.393044387504644e-09 Stepsize:0.0002492302492096723 Objective Value:137.85657317723886 Decrease Error:1.3585577107733116e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.392673062517827e-09 Stepsize:0.00019938419936773785 Objective Value:137.85657317723616 Decrease Error:1.0885514711844735e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.392376002344058e-09 Stepsize:0.0001595073594941903 Objective Value:137.85657317723397 Decrease Error:8.697043085703626e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.392138355609085e-09 Stepsize:0.00012760588759535226 Objective Value:137.85657317723218 Decrease Error:6.906475391588174e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.391948237722374e-09 Stepsize:0.00010208471007628181 Objective Value:137.8565731772309 Decrease Error:5.6274984672199935e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.391796145245306e-09 Stepsize:8.166776806102545e-05 Objective Value:137.85657317722982 Decrease Error:4.547473508864641e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.391674466184165e-09 Stepsize:6.533421444882036e-05 Objective Value:137.85657317722894 Decrease Error:3.666400516522117e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.3915771255915475e-09 Stepsize:5.2267371559056295e-05 Objective Value:137.85657317722806 Decrease Error:2.7853275241795927e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.3914992546949676e-09 Stepsize:4.1813897247245036e-05 Objective Value:137.85657317722763 Decrease Error:2.3590018827235326e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.391436956085771e-09 Stepsize:3.345111779779603e-05 Objective Value:137.8565731772271 Decrease Error:1.8189894035458565e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.391387115637162e-09 Stepsize:2.6760894238236826e-05 Objective Value:137.85657317722678 Decrease Error:1.5063505998114124e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.391347245403312e-09 Stepsize:2.1408715390589462e-05 Objective Value:137.85657317722644 Decrease Error:1.1652900866465643e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.391315349964331e-09 Stepsize:1.712697231247157e-05 Objective Value:137.85657317722632 Decrease Error:1.0516032489249483e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.391289832940941e-09 Stepsize:1.3701577849977256e-05 Objective Value:137.85657317722618 Decrease Error:9.094947017729282e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.391269418959021e-09 Stepsize:1.0961262279981805e-05 Objective Value:137.85657317722593 Decrease Error:6.536993168992922e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.391253086916965e-09 Stepsize:8.769009823985445e-06 Objective Value:137.85657317722587 Decrease Error:5.968558980384842e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.391240022660258e-09 Stepsize:7.015207859188356e-06 Objective Value:137.85657317722573 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.391229573011299e-09 Stepsize:5.612166287350686e-06 Objective Value:137.8565731772256 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.391221209557056e-09 Stepsize:4.489733029880549e-06 Objective Value:137.85657317722567 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.391214520978328e-09 Stepsize:3.5917864239044394e-06 Objective Value:137.85657317722564 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.391209168678779e-09 Stepsize:2.873429139123552e-06 Objective Value:137.85657317722553 Decrease Error:2.5579538487363607e-13
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8565722254017 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8565692690266 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8565619926524 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8565424652196 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8564917705653 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.8563584344245 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.85600934589706 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.85509383891315 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.85269908985865 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.84647739339414 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.83065934311202 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.79283550419163 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.7172157202707 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.62703870447598 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.58672207783687 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.5776749864326 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.57690907291982 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.5769031714604 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:137.57690314885883 Decrease Error:0.0
Change of 0.28 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(748.8063992, dtype=float64), 'logtau': Array(4.91972084, dtype=float64), 'logamp': Array(0.11249384, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(2.68286593, dtype=float64), 'logtau': Array(-0.03211442, dtype=float64), 'logamp': Array(0.07503107, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11800.052496575569
And log height: -137.58...
log-evidence is ~-140.43
Seems to have converged at iteration 45 / 64 with tolerance 1.25e-05
:::::::::::::::::::::::
Scanning at lag=761.60 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.8591304292386105e-06 Stepsize:1.0 Objective Value:128.82021461403156 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.8592196854367546e-06 Stepsize:0.8 Objective Value:128.8202151859467 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.8592910902533547e-06 Stepsize:0.6400000000000001 Objective Value:128.8202156434917 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.8593482140153665e-06 Stepsize:0.5120000000000001 Objective Value:128.8202160095359 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.8593939129666095e-06 Stepsize:0.40960000000000013 Objective Value:128.82021630237645 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.8594304720911176e-06 Stepsize:0.32768000000000014 Objective Value:128.82021653665237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.859459719366565e-06 Stepsize:0.2621440000000001 Objective Value:128.82021672407518 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.8594831171715512e-06 Stepsize:0.2097152000000001 Objective Value:128.82021687401493 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595018354056596e-06 Stepsize:0.1677721600000001 Objective Value:128.82021699396745 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.859516809986837e-06 Stepsize:0.13421772800000006 Objective Value:128.82021708993017 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.859528789648605e-06 Stepsize:0.10737418240000006 Objective Value:128.82021716670064 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595383733744873e-06 Stepsize:0.08589934592000005 Objective Value:128.8202172281172 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595460403539586e-06 Stepsize:0.06871947673600004 Objective Value:128.82021727725066 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595521739360677e-06 Stepsize:0.054975581388800036 Objective Value:128.82021731655752 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.859557080801438e-06 Stepsize:0.043980465111040035 Objective Value:128.82021734800313 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595610062930818e-06 Stepsize:0.03518437208883203 Objective Value:128.82021737315955 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595641466869385e-06 Stepsize:0.028147497671065627 Objective Value:128.82021739328482 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595666590010935e-06 Stepsize:0.022517998136852502 Objective Value:128.82021740938495 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595686688525242e-06 Stepsize:0.018014398509482003 Objective Value:128.82021742226513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.859570276733033e-06 Stepsize:0.014411518807585602 Objective Value:128.82021743256917 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.859571563037936e-06 Stepsize:0.011529215046068483 Objective Value:128.8202174408126 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.859572592081722e-06 Stepsize:0.009223372036854787 Objective Value:128.82021744740717 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595734153165425e-06 Stepsize:0.00737869762948383 Objective Value:128.82021745268293 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595740739049734e-06 Stepsize:0.005902958103587064 Objective Value:128.8202174569035 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.859574600775097e-06 Stepsize:0.004722366482869652 Objective Value:128.82021746027985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595750222716993e-06 Stepsize:0.0037778931862957215 Objective Value:128.8202174629811 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595753594685657e-06 Stepsize:0.0030223145490365774 Objective Value:128.82021746514204 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595756292260232e-06 Stepsize:0.002417851639229262 Objective Value:128.8202174668708 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.859575845032211e-06 Stepsize:0.0019342813113834097 Objective Value:128.82021746825382 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.8595760176771802e-06 Stepsize:0.0015474250491067279 Objective Value:128.82021746936013 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.2123054126776857e-10 Stepsize:0.0018569100589280734 Objective Value:128.820217469368 Decrease Error:7.87281351222191e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.211141935804739e-10 Stepsize:0.0014855280471424588 Objective Value:128.82021746936636 Decrease Error:6.224354365258478e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.2102111504080644e-10 Stepsize:0.0011884224377139672 Objective Value:128.82021746936522 Decrease Error:5.087485988042317e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.209466530012177e-10 Stepsize:0.0009507379501711738 Objective Value:128.82021746936417 Decrease Error:4.035882739117369e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.208870822277463e-10 Stepsize:0.0007605903601369392 Objective Value:128.8202174693634 Decrease Error:3.268496584496461e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.20839426335554e-10 Stepsize:0.0006084722881095514 Objective Value:128.82021746936277 Decrease Error:2.6432189770275727e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.20801301406315e-10 Stepsize:0.00048677783048764115 Objective Value:128.82021746936226 Decrease Error:2.1316282072803006e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.2077080102128085e-10 Stepsize:0.00038942226439011294 Objective Value:128.82021746936186 Decrease Error:1.7337242752546445e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.2074640126484137e-10 Stepsize:0.00031153781151209035 Objective Value:128.82021746936155 Decrease Error:1.4210854715202004e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.2072688151508574e-10 Stepsize:0.0002492302492096723 Objective Value:128.8202174693612 Decrease Error:1.0800249583553523e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.207112653624073e-10 Stepsize:0.00019938419936773785 Objective Value:128.82021746936098 Decrease Error:8.526512829121202e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.2069877288258516e-10 Stepsize:0.0001595073594941903 Objective Value:128.82021746936087 Decrease Error:7.389644451905042e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.206887786476669e-10 Stepsize:0.00012760588759535226 Objective Value:128.82021746936067 Decrease Error:5.400124791776761e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.206807836536026e-10 Stepsize:0.00010208471007628181 Objective Value:128.82021746936059 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.206743874494728e-10 Stepsize:8.166776806102545e-05 Objective Value:128.82021746936053 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.206692699406798e-10 Stepsize:6.533421444882036e-05 Objective Value:128.82021746936041 Decrease Error:2.8421709430404007e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.2066517655316526e-10 Stepsize:5.2267371559056295e-05 Objective Value:128.82021746936033 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.2066190140456e-10 Stepsize:4.1813897247245036e-05 Objective Value:128.82021746936036 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.206592815621473e-10 Stepsize:3.345111779779603e-05 Objective Value:128.82021746936033 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.2065718541987713e-10 Stepsize:2.6760894238236826e-05 Objective Value:128.8202174693603 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.206555089612565e-10 Stepsize:2.1408715390589462e-05 Objective Value:128.8202174693603 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.2065416779300474e-10 Stepsize:1.712697231247157e-05 Objective Value:128.8202174693603 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.206530943667854e-10 Stepsize:1.3701577849977256e-05 Objective Value:128.82021746936016 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.206522358175782e-10 Stepsize:1.0961262279981805e-05 Objective Value:128.82021746936024 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.2065154913559116e-10 Stepsize:8.769009823985445e-06 Objective Value:128.82021746936022 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.2065099964160135e-10 Stepsize:7.015207859188356e-06 Objective Value:128.8202174693602 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.206505601771914e-10 Stepsize:5.612166287350686e-06 Objective Value:128.82021746936022 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.2065020826634203e-10 Stepsize:4.489733029880549e-06 Objective Value:128.8202174693602 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.206499270683442e-10 Stepsize:3.5917864239044394e-06 Objective Value:128.82021746936022 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.206497017228519e-10 Stepsize:2.873429139123552e-06 Objective Value:128.8202174693602 Decrease Error:5.684341886080802e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.820217356334 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.82021708040523 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.82021633787872 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8202144146404 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.82020936220144 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.82019617171454 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.82016172127763 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8200721984947 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8198419685287 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.81926565807026 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.81791539777117 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8152033325062 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8112758925491 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8082652476819 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.80744815585356 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.80737133192414 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.80736903102365 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:128.8073690234314 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(761.6047994, dtype=float64), 'logtau': Array(4.875033, dtype=float64), 'logamp': Array(0.10397722, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(2.98749532, dtype=float64), 'logtau': Array(-0.04999721, dtype=float64), 'logamp': Array(0.06934592, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
13158.435436426205
And log height: -128.81...
log-evidence is ~-131.71
Seems to have converged at iteration 46 / 64 with tolerance 5.90e-06
:::::::::::::::::::::::
Scanning at lag=774.40 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 15.516662024016767 Stepsize:1.0 Objective Value:144.32403104744816 Decrease Error:15.516662024016767
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661955057089 Stepsize:0.8 Objective Value:144.32403097848848 Decrease Error:15.516661955057089
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 15.51666189988984 Stepsize:0.6400000000000001 Objective Value:144.32403092332123 Decrease Error:15.51666189988984
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661855756155 Stepsize:0.5120000000000001 Objective Value:144.32403087918755 Decrease Error:15.516661855756155
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661820449627 Stepsize:0.40960000000000013 Objective Value:144.32403084388102 Decrease Error:15.516661820449627
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661792204303 Stepsize:0.32768000000000014 Objective Value:144.3240308156357 Decrease Error:15.516661792204303
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661769608248 Stepsize:0.2621440000000001 Objective Value:144.32403079303964 Decrease Error:15.516661769608248
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661751531274 Stepsize:0.2097152000000001 Objective Value:144.32403077496267 Decrease Error:15.516661751531274
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661737069967 Stepsize:0.1677721600000001 Objective Value:144.32403076050136 Decrease Error:15.516661737069967
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661725501052 Stepsize:0.13421772800000006 Objective Value:144.32403074893244 Decrease Error:15.516661725501052
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661716245807 Stepsize:0.10737418240000006 Objective Value:144.3240307396772 Decrease Error:15.516661716245807
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661708841468 Stepsize:0.08589934592000005 Objective Value:144.32403073227286 Decrease Error:15.516661708841468
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661702918128 Stepsize:0.06871947673600004 Objective Value:144.32403072634952 Decrease Error:15.516661702918128
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661698179291 Stepsize:0.054975581388800036 Objective Value:144.32403072161068 Decrease Error:15.516661698179291
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661694388489 Stepsize:0.043980465111040035 Objective Value:144.32403071781988 Decrease Error:15.516661694388489
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661691355665 Stepsize:0.03518437208883203 Objective Value:144.32403071478706 Decrease Error:15.516661691355665
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 15.51666168892956 Stepsize:0.028147497671065627 Objective Value:144.32403071236095 Decrease Error:15.51666168892956
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661686988584 Stepsize:0.022517998136852502 Objective Value:144.32403071041998 Decrease Error:15.516661686988584
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661685435935 Stepsize:0.018014398509482003 Objective Value:144.32403070886733 Decrease Error:15.516661685435935
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661684193593 Stepsize:0.014411518807585602 Objective Value:144.32403070762498 Decrease Error:15.516661684193593
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661683199914 Stepsize:0.011529215046068483 Objective Value:144.3240307066313 Decrease Error:15.516661683199914
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661682404731 Stepsize:0.009223372036854787 Objective Value:144.32403070583612 Decrease Error:15.516661682404731
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661681768738 Stepsize:0.00737869762948383 Objective Value:144.32403070520013 Decrease Error:15.516661681768738
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661681259933 Stepsize:0.005902958103587064 Objective Value:144.32403070469132 Decrease Error:15.516661681259933
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661680852906 Stepsize:0.004722366482869652 Objective Value:144.3240307042843 Decrease Error:15.516661680852906
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661680527164 Stepsize:0.0037778931862957215 Objective Value:144.32403070395856 Decrease Error:15.516661680527164
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661680266822 Stepsize:0.0030223145490365774 Objective Value:144.3240307036982 Decrease Error:15.516661680266822
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661680058178 Stepsize:0.002417851639229262 Objective Value:144.32403070348957 Decrease Error:15.516661680058178
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661679891598 Stepsize:0.0019342813113834097 Objective Value:144.324030703323 Decrease Error:15.516661679891598
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 15.516661679758357 Stepsize:0.0015474250491067279 Objective Value:144.32403070318975 Decrease Error:15.516661679758357
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.41150357877832e-11 Stepsize:0.0018569100589280734 Objective Value:144.3240307031879 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.706880841204142e-11 Stepsize:0.0014855280471424588 Objective Value:144.32403070318819 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.94318273586817e-11 Stepsize:0.0011884224377139672 Objective Value:144.32403070318855 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.132224108755756e-11 Stepsize:0.0009507379501711738 Objective Value:144.3240307031888 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 8.283457347470007e-11 Stepsize:0.0007605903601369392 Objective Value:144.32403070318892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 8.404443958499147e-11 Stepsize:0.0006084722881095514 Objective Value:144.324030703189 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 8.501233323758713e-11 Stepsize:0.00048677783048764115 Objective Value:144.32403070318912 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 8.578664661738606e-11 Stepsize:0.00038942226439011294 Objective Value:144.32403070318932 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.64060964213374e-11 Stepsize:0.00031153781151209035 Objective Value:144.32403070318935 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.690165682828361e-11 Stepsize:0.0002492302492096723 Objective Value:144.32403070318952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.729810802426583e-11 Stepsize:0.00019938419936773785 Objective Value:144.3240307031894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.761526419700951e-11 Stepsize:0.0001595073594941903 Objective Value:144.3240307031894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.786899442069005e-11 Stepsize:0.00012760588759535226 Objective Value:144.32403070318935 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.807197739617007e-11 Stepsize:0.00010208471007628181 Objective Value:144.3240307031895 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.823436246195896e-11 Stepsize:8.166776806102545e-05 Objective Value:144.32403070318944 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.83642706853519e-11 Stepsize:6.533421444882036e-05 Objective Value:144.32403070318952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.846819441803556e-11 Stepsize:5.2267371559056295e-05 Objective Value:144.32403070318955 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.855133961937144e-11 Stepsize:4.1813897247245036e-05 Objective Value:144.3240307031895 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.861785108584473e-11 Stepsize:3.345111779779603e-05 Objective Value:144.32403070318946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.867106143809323e-11 Stepsize:2.6760894238236826e-05 Objective Value:144.32403070318952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.871362844866498e-11 Stepsize:2.1408715390589462e-05 Objective Value:144.32403070318955 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.874768374034626e-11 Stepsize:1.712697231247157e-05 Objective Value:144.3240307031896 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.87749280333224e-11 Stepsize:1.3701577849977256e-05 Objective Value:144.32403070318958 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.879672057830452e-11 Stepsize:1.0961262279981805e-05 Objective Value:144.32403070318972 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.88141567040899e-11 Stepsize:8.769009823985445e-06 Objective Value:144.32403070318946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.882810806856765e-11 Stepsize:7.015207859188356e-06 Objective Value:144.32403070318944 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.883926599970051e-11 Stepsize:5.612166287350686e-06 Objective Value:144.32403070318964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.884819097580156e-11 Stepsize:4.489733029880549e-06 Objective Value:144.32403070318955 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.885533506851914e-11 Stepsize:3.5917864239044394e-06 Objective Value:144.32403070318972 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.886104988461778e-11 Stepsize:2.873429139123552e-06 Objective Value:144.32403070318964 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.3012167211685606e-11 Stepsize:1.0 Objective Value:144.32403070183813 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.241025198345655e-11 Stepsize:0.8 Objective Value:144.32403070210052 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.792874408732805e-11 Stepsize:0.6400000000000001 Objective Value:144.3240307023135 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.034355360045459e-11 Stepsize:0.5120000000000001 Objective Value:144.32403070248546 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.0027541124558574e-10 Stepsize:0.40960000000000013 Objective Value:144.32403070262433 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.082209038692754e-10 Stepsize:0.32768000000000014 Objective Value:144.3240307027359 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.1457730163316927e-10 Stepsize:0.2621440000000001 Objective Value:144.32403070282598 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.1966242278145582e-10 Stepsize:0.2097152000000001 Objective Value:144.3240307028981 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.2373052162081697e-10 Stepsize:0.1677721600000001 Objective Value:144.3240307029561 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.2698500162776908e-10 Stepsize:0.13421772800000006 Objective Value:144.32403070300265 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.2958858632383202e-10 Stepsize:0.10737418240000006 Objective Value:144.32403070303974 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.3167145463057616e-10 Stepsize:0.08589934592000005 Objective Value:144.3240307030697 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.333377493793095e-10 Stepsize:0.06871947673600004 Objective Value:144.3240307030936 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.3467078522877933e-10 Stepsize:0.054975581388800036 Objective Value:144.32403070311284 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.3573721409029787e-10 Stepsize:0.043980465111040035 Objective Value:144.32403070312807 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.3659035767384114e-10 Stepsize:0.03518437208883203 Objective Value:144.3240307031403 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.3727287226217131e-10 Stepsize:0.028147497671065627 Objective Value:144.32403070315027 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.3781888359639397e-10 Stepsize:0.022517998136852502 Objective Value:144.32403070315812 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.3825569342711818e-10 Stepsize:0.018014398509482003 Objective Value:144.32403070316428 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.3860514072011972e-10 Stepsize:0.014411518807585602 Objective Value:144.32403070316957 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.388846990027708e-10 Stepsize:0.011529215046068483 Objective Value:144.32403070317346 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.3910834546897182e-10 Stepsize:0.009223372036854787 Objective Value:144.32403070317665 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.3928726273408984e-10 Stepsize:0.00737869762948383 Objective Value:144.32403070317935 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.3943039635373836e-10 Stepsize:0.005902958103587064 Objective Value:144.32403070318134 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.395449033192527e-10 Stepsize:0.004722366482869652 Objective Value:144.3240307031831 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.396365087076886e-10 Stepsize:0.0037778931862957215 Objective Value:144.32403070318418 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.397097933443756e-10 Stepsize:0.0030223145490365774 Objective Value:144.32403070318531 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.3976842068916224e-10 Stepsize:0.002417851639229262 Objective Value:144.32403070318603 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.3981532293124858e-10 Stepsize:0.0019342813113834097 Objective Value:144.32403070318688 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.3985284448503793e-10 Stepsize:0.0015474250491067279 Objective Value:144.3240307031875 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.864120392136351e-09 Stepsize:0.0018569100589280734 Objective Value:144.32403070311503 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.871623892341605e-09 Stepsize:0.0014855280471424588 Objective Value:144.3240307031294 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.877626687594119e-09 Stepsize:0.0011884224377139672 Objective Value:144.32403070314118 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.8824289229992415e-09 Stepsize:0.0009507379501711738 Objective Value:144.32403070315044 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.8862707223822015e-09 Stepsize:0.0007605903601369392 Objective Value:144.3240307031576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.8893441543262595e-09 Stepsize:0.0006084722881095514 Objective Value:144.32403070316357 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.891802897685996e-09 Stepsize:0.00048677783048764115 Objective Value:144.32403070316855 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.8937699001475155e-09 Stepsize:0.00038942226439011294 Objective Value:144.32403070317227 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.895343495852753e-09 Stepsize:0.00031153781151209035 Objective Value:144.32403070317525 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.896602373769485e-09 Stepsize:0.0002492302492096723 Objective Value:144.3240307031777 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.897609473704073e-09 Stepsize:0.00019938419936773785 Objective Value:144.32403070317963 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.8984151570778226e-09 Stepsize:0.0001595073594941903 Objective Value:144.32403070318125 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.899059701635523e-09 Stepsize:0.00012760588759535226 Objective Value:144.32403070318256 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.8995753357068795e-09 Stepsize:0.00010208471007628181 Objective Value:144.32403070318347 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.89998784706767e-09 Stepsize:8.166776806102545e-05 Objective Value:144.32403070318426 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.900317857189005e-09 Stepsize:6.533421444882036e-05 Objective Value:144.32403070318492 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.900581857124741e-09 Stepsize:5.2267371559056295e-05 Objective Value:144.32403070318549 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.9007930653186875e-09 Stepsize:4.1813897247245036e-05 Objective Value:144.32403070318577 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.900962026721174e-09 Stepsize:3.345111779779603e-05 Objective Value:144.32403070318617 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.901097201578592e-09 Stepsize:2.6760894238236826e-05 Objective Value:144.32403070318634 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.901205335010814e-09 Stepsize:2.1408715390589462e-05 Objective Value:144.3240307031867 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.9012918465921326e-09 Stepsize:1.712697231247157e-05 Objective Value:144.32403070318676 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.9013610570579415e-09 Stepsize:1.3701577849977256e-05 Objective Value:144.32403070318682 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.9014164226143735e-09 Stepsize:1.0961262279981805e-05 Objective Value:144.3240307031871 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.901460713574162e-09 Stepsize:8.769009823985445e-06 Objective Value:144.32403070318716 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.901496149976781e-09 Stepsize:7.015207859188356e-06 Objective Value:144.32403070318725 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.901524496849156e-09 Stepsize:5.612166287350686e-06 Objective Value:144.32403070318713 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.901547169576567e-09 Stepsize:4.489733029880549e-06 Objective Value:144.3240307031874 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.901565317928312e-09 Stepsize:3.5917864239044394e-06 Objective Value:144.3240307031873 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.901579832779764e-09 Stepsize:2.873429139123552e-06 Objective Value:144.32403070318728 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:144.29147664787973 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:144.2390873118731 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:144.22712751569367 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:144.22590945368216 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:144.22586139858467 Decrease Error:0.0
Change of 0.10 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(774.4031996, dtype=float64), 'logtau': Array(4.94579632, dtype=float64), 'logamp': Array(0.0963633, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(3.40962531, dtype=float64), 'logtau': Array(-0.02168232, dtype=float64), 'logamp': Array(0.06426431, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11282.375747491726
And log height: -144.23...
log-evidence is ~-147.05
Seems to have converged at iteration 47 / 64 with tolerance 8.45e-06
:::::::::::::::::::::::
Scanning at lag=787.20 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.4867866775460827e-07 Stepsize:1.0 Objective Value:131.1030471977333 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.486854607189201e-07 Stepsize:0.8 Objective Value:131.10304722747586 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.4869089509513658e-07 Stepsize:0.6400000000000001 Objective Value:131.10304725127102 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.4869524259884144e-07 Stepsize:0.5120000000000001 Objective Value:131.10304727030766 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.4869872060410418e-07 Stepsize:0.40960000000000013 Objective Value:131.10304728553743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870150300934944e-07 Stepsize:0.32768000000000014 Objective Value:131.10304729772147 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870372893419923e-07 Stepsize:0.2621440000000001 Objective Value:131.10304730746887 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870550967474753e-07 Stepsize:0.2097152000000001 Objective Value:131.10304731526685 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870693426754024e-07 Stepsize:0.1677721600000001 Objective Value:131.10304732150533 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870807394193093e-07 Stepsize:0.13421772800000006 Objective Value:131.1030473264962 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870898568156986e-07 Stepsize:0.10737418240000006 Objective Value:131.10304733048892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.4870971507336876e-07 Stepsize:0.08589934592000005 Objective Value:131.1030473336831 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871029858695967e-07 Stepsize:0.06871947673600004 Objective Value:131.1030473362384 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871076539780715e-07 Stepsize:0.054975581388800036 Objective Value:131.10304733828275 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871113884644194e-07 Stepsize:0.043980465111040035 Objective Value:131.10304733991816 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871143760542838e-07 Stepsize:0.03518437208883203 Objective Value:131.10304734122653 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.48711676612627e-07 Stepsize:0.028147497671065627 Objective Value:131.1030473422731 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871186781832002e-07 Stepsize:0.022517998136852502 Objective Value:131.1030473431104 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871202078288697e-07 Stepsize:0.018014398509482003 Objective Value:131.10304734378045 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871214315475245e-07 Stepsize:0.014411518807585602 Objective Value:131.10304734431628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.487122410518508e-07 Stepsize:0.011529215046068483 Objective Value:131.10304734474514 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.487123193698571e-07 Stepsize:0.009223372036854787 Objective Value:131.10304734508793 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871238202418626e-07 Stepsize:0.00737869762948383 Objective Value:131.1030473453624 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871243214760147e-07 Stepsize:0.005902958103587064 Objective Value:131.10304734558198 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.487124722464546e-07 Stepsize:0.004722366482869652 Objective Value:131.10304734575746 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871250432533973e-07 Stepsize:0.0037778931862957215 Objective Value:131.10304734589792 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871252998862454e-07 Stepsize:0.0030223145490365774 Objective Value:131.1030473460104 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871255051908873e-07 Stepsize:0.002417851639229262 Objective Value:131.10304734610028 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.4871256694346924e-07 Stepsize:0.0019342813113834097 Objective Value:131.10304734617222 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.487125800832059e-07 Stepsize:0.0015474250491067279 Objective Value:131.10304734622963 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:131.10304734621604 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.1940989562797274e-11 Stepsize:0.0017826336565709507 Objective Value:131.10304734621644 Decrease Error:3.979039320256561e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.193891966838407e-11 Stepsize:0.0014261069252567607 Objective Value:131.10304734621636 Decrease Error:3.126388037344441e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.193726381087526e-11 Stepsize:0.0011408855402054085 Objective Value:131.10304734621624 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.193593913859015e-11 Stepsize:0.0009127084321643268 Objective Value:131.1030473462162 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.193487938560017e-11 Stepsize:0.0007301667457314615 Objective Value:131.10304734621621 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.1934031542889418e-11 Stepsize:0.0005841333965851692 Objective Value:131.10304734621624 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.1933353295232948e-11 Stepsize:0.0004673067172681354 Objective Value:131.10304734621616 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.1932810680421222e-11 Stepsize:0.00037384537381450836 Objective Value:131.10304734621616 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.1932376602293776e-11 Stepsize:0.00029907629905160673 Objective Value:131.10304734621613 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.1932029351819687e-11 Stepsize:0.0002392610392412854 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.1931751547035844e-11 Stepsize:0.00019140883139302832 Objective Value:131.10304734621616 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.1931529275849605e-11 Stepsize:0.00015312706511442267 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.1931351501845185e-11 Stepsize:0.00012250165209153814 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.1931209242238177e-11 Stepsize:9.800132167323052e-05 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.193109542345644e-11 Stepsize:7.840105733858443e-05 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.1931004408495707e-11 Stepsize:6.272084587086754e-05 Objective Value:131.10304734621602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930931547568618e-11 Stepsize:5.0176676696694036e-05 Objective Value:131.10304734621602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930873342852614e-11 Stepsize:4.014134135735523e-05 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930826727241395e-11 Stepsize:3.211307308588419e-05 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930789448474353e-11 Stepsize:2.5690458468707354e-05 Objective Value:131.10304734621602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.193075960877417e-11 Stepsize:2.0552366774965883e-05 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930735736421102e-11 Stepsize:1.6441893419972708e-05 Objective Value:131.103047346216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930716592205945e-11 Stepsize:1.3153514735978166e-05 Objective Value:131.1030473462161 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930701390082124e-11 Stepsize:1.0522811788782534e-05 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.193068918137274e-11 Stepsize:8.418249431026028e-06 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930679375272308e-11 Stepsize:6.734599544820823e-06 Objective Value:131.10304734621604 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930671585957325e-11 Stepsize:5.387679635856659e-06 Objective Value:131.1030473462161 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.193066526073879e-11 Stepsize:4.310143708685327e-06 Objective Value:131.10304734621607 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.1930660278490996e-11 Stepsize:3.448114966948262e-06 Objective Value:131.10304734621604 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.103047333557 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.1030473119093 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10304240449508 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10303440449297 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.1030134412998 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10295855006444 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10281482105853 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10243901740435 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.10146060083164 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.09894472265557 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.09268710068145 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.07838498549594 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.05189376196387 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.0226795583622 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.0108426557893 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.00900074733457 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.00887755468693 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.00887633182356 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.00887632472035 Decrease Error:0.0
Change of 0.09 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(787.2015998, dtype=float64), 'logtau': Array(4.85679174, dtype=float64), 'logamp': Array(0.09258594, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(4.1191642, dtype=float64), 'logtau': Array(-0.05729897, dtype=float64), 'logamp': Array(0.06174357, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
12551.801698269144
And log height: -131.01...
log-evidence is ~-133.89
Seems to have converged at iteration 48 / 64 with tolerance 9.45e-06
:::::::::::::::::::::::
Scanning at lag=800.00 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:1.0 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.8 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.6400000000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.5120000000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.40960000000000013 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.32768000000000014 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.2621440000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.2097152000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.1677721600000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.13421772800000006 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.10737418240000006 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.08589934592000005 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.06871947673600004 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.054975581388800036 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.028147497671065627 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.022517998136852502 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.018014398509482003 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.011529215046068483 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.009223372036854787 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.00737869762948383 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.005902958103587064 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.004722366482869652 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0037778931862957215 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0030223145490365774 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.002417851639229262 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0015474250491067279 Objective Value:inf Decrease Error:inf
1
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2
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Change of 0.00 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(800., dtype=float64), 'logtau': Array(4.87505946, dtype=float64), 'logamp': Array(0.10001982, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(35.63818828, dtype=float64), 'logtau': Array(-0.04998662, dtype=float64), 'logamp': Array(0.06670461, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11120.563971833624
And log height: -171.11...
log-evidence is ~-173.93
Seems to have converged at iteration 49 / 64 with tolerance 4.99e-01
:::::::::::::::::::::::
Scanning at lag=160.08 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.15013459980845398 Stepsize:1.0 Objective Value:81.2487642329717 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.1522746511859166 Stepsize:0.8 Objective Value:81.28140054784622 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.1540077156001422 Stepsize:0.6400000000000001 Objective Value:81.30781958306397 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.15540785793050022 Stepsize:0.5120000000000001 Objective Value:81.32915540695308 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.1565368562203447 Stepsize:0.40960000000000013 Objective Value:81.3463535949212 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.15744580414576698 Stepsize:0.32768000000000014 Objective Value:81.36019563876303 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.1581766746855972 Stepsize:0.2621440000000001 Objective Value:81.37132301736585 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.15876376375044648 Stepsize:0.2097152000000001 Objective Value:81.38025947492139 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.15923497494623712 Stepsize:0.1677721600000001 Objective Value:81.38743083779181 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.15961293391844072 Stepsize:0.13421772800000006 Objective Value:81.39318217617118 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.159915936992774 Stepsize:0.10737418240000006 Objective Value:81.39779238729862 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.16015874759984977 Stepsize:0.08589934592000005 Objective Value:81.40148641719348 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.16035325790221816 Stepsize:0.06871947673600004 Objective Value:81.40444539785398 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.16050903401566746 Stepsize:0.054975581388800036 Objective Value:81.40681498962797 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.1606337625025694 Stepsize:0.043980465111040035 Objective Value:81.40871220518672 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.16073361423478266 Stepsize:0.03518437208883203 Objective Value:81.41023096537319 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.16081353978546425 Stepsize:0.028147497671065627 Objective Value:81.41144660607034 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.16087750851286248 Stepsize:0.022517998136852502 Objective Value:81.41241952366111 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 0.1609287016092819 Stepsize:0.018014398509482003 Objective Value:81.41319811705849 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.16096966768528936 Stepsize:0.014411518807585602 Objective Value:81.4138211577973 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 0.16100244797223812 Stepsize:0.011529215046068483 Objective Value:81.41431969666897 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 0.16102867695599327 Stepsize:0.009223372036854787 Objective Value:81.4147185957998 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 0.16104966318643515 Stepsize:0.00737869762948383 Objective Value:81.41503775865309 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 0.16106645411897252 Stepsize:0.005902958103587064 Objective Value:81.41529311681043 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 0.16107988811203883 Stepsize:0.004722366482869652 Objective Value:81.415497421178 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 0.16109063610469548 Stepsize:0.0037778931862957215 Objective Value:81.41566087609172 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 0.16109923500972195 Stepsize:0.0030223145490365774 Objective Value:81.41579164733182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 0.16110611446074624 Stepsize:0.002417851639229262 Objective Value:81.41589626900186 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 0.16111161823086256 Stepsize:0.0019342813113834097 Objective Value:81.415979969332 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 0.16111602138091158 Stepsize:0.0015474250491067279 Objective Value:81.41604693151247 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.875857291648247e-05 Stepsize:0.0018569100589280734 Objective Value:81.41604746553173 Decrease Error:5.339658599723407e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758555833967108e-05 Stepsize:0.0014855280471424588 Objective Value:81.4160473587279 Decrease Error:4.2717270787306916e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.875854216795304e-05 Stepsize:0.0011884224377139672 Objective Value:81.41604727328479 Decrease Error:3.417381435610878e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.875853123514066e-05 Stepsize:0.0009507379501711738 Objective Value:81.4160472049303 Decrease Error:2.7339048358498985e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.875852248889518e-05 Stepsize:0.0007605903601369392 Objective Value:81.4160471502467 Decrease Error:2.1871235844628245e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758515491895628e-05 Stepsize:0.0006084722881095514 Objective Value:81.4160471064999 Decrease Error:1.7496994075827388e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758509894298806e-05 Stepsize:0.00048677783048764115 Objective Value:81.41604707150239 Decrease Error:1.3997592418490967e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758505416217272e-05 Stepsize:0.00038942226439011294 Objective Value:81.41604704350439 Decrease Error:1.1198072513707302e-07
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758501833754603e-05 Stepsize:0.00031153781151209035 Objective Value:81.416047021106 Decrease Error:8.958457442531653e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758498967784772e-05 Stepsize:0.0002492302492096723 Objective Value:81.41604700318729 Decrease Error:7.166765669808228e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.875849667500921e-05 Stepsize:0.00019938419936773785 Objective Value:81.41604698885234 Decrease Error:5.733414809583337e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758494840789152e-05 Stepsize:0.0001595073594941903 Objective Value:81.41604697738433 Decrease Error:4.586726731758972e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758493373412584e-05 Stepsize:0.00012760588759535226 Objective Value:81.41604696820998 Decrease Error:3.6693847960123094e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758492199510897e-05 Stepsize:0.00010208471007628181 Objective Value:81.41604696087046 Decrease Error:2.9355049946389045e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.875849126038755e-05 Stepsize:8.166776806102545e-05 Objective Value:81.41604695499888 Decrease Error:2.348406269447878e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758490509093126e-05 Stepsize:6.533421444882036e-05 Objective Value:81.41604695030158 Decrease Error:1.8787233102557366e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.875848990805416e-05 Stepsize:5.2267371559056295e-05 Objective Value:81.41604694654372 Decrease Error:1.5029741007310804e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758489427226108e-05 Stepsize:4.1813897247245036e-05 Objective Value:81.41604694353745 Decrease Error:1.2023775752822985e-08
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.875848904256202e-05 Stepsize:3.345111779779603e-05 Objective Value:81.41604694113246 Decrease Error:9.619029128771217e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758488734828796e-05 Stepsize:2.6760894238236826e-05 Objective Value:81.41604693920848 Decrease Error:7.695248882555461e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758488488643996e-05 Stepsize:2.1408715390589462e-05 Objective Value:81.41604693766926 Decrease Error:6.156184895189654e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758488291695636e-05 Stepsize:1.712697231247157e-05 Objective Value:81.4160469364379 Decrease Error:4.924928020955122e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758488134138726e-05 Stepsize:1.3701577849977256e-05 Objective Value:81.41604693545278 Decrease Error:3.93991683722561e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.87584880080922e-05 Stepsize:1.0961262279981805e-05 Objective Value:81.41604693466473 Decrease Error:3.1519533649770892e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.875848790725576e-05 Stepsize:8.769009823985445e-06 Objective Value:81.41604693403427 Decrease Error:2.521545638956013e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758487826585698e-05 Stepsize:7.015207859188356e-06 Objective Value:81.41604693352987 Decrease Error:2.017202405113494e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758487762048997e-05 Stepsize:5.612166287350686e-06 Objective Value:81.41604693312641 Decrease Error:1.6137846614583395e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758487710420374e-05 Stepsize:4.489733029880549e-06 Objective Value:81.41604693280362 Decrease Error:1.2910277291666716e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758487669117692e-05 Stepsize:3.5917864239044394e-06 Objective Value:81.41604693254538 Decrease Error:1.0328164989914512e-09
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.8758487636073378e-05 Stepsize:2.873429139123552e-06 Objective Value:81.41604693233879 Decrease Error:8.262333039965597e-10
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:80.26609588257196 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.97608926169022 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.88468725712016 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.8843082089414 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.88272072674492 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.8792325356212 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.86951714647145 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.8449691941956 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.78105350552532 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.61784032147249 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:79.19624588170738 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.3440627196388 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:78.05372159164185 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.2575161726848756 Stepsize:1.0 Objective Value:78.10818242004895 Decrease Error:0.05449987784358257
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.0011957100358276906 Stepsize:0.8 Objective Value:78.0125991195602 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.6400000000000001 Objective Value:77.97096558940329 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.7680000000000001 Objective Value:77.94360334308588 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.9216000000000001 Objective Value:77.94353300577605 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:77.94353247140485 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:77.94353246762314 Decrease Error:0.0
Change of 3.47 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(160.07999, dtype=float64), 'logtau': Array(5.20029755, dtype=float64), 'logamp': Array(0.04284132, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.38566956, dtype=float64), 'logtau': Array(0.08016192, dtype=float64), 'logamp': Array(0.02856282, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10994.623051302022
And log height: -77.94...
log-evidence is ~-80.76
Seems to have converged at iteration 50 / 64 with tolerance 1.32e-06
:::::::::::::::::::::::
Scanning at lag=147.28 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.649128916192296 Stepsize:1.0 Objective Value:85.59266138381544 Decrease Error:7.649128916192296
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.649128950766936 Stepsize:0.8 Objective Value:85.59266141839008 Decrease Error:7.649128950766936
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.64912897842656 Stepsize:0.6400000000000001 Objective Value:85.5926614460497 Decrease Error:7.64912897842656
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.6491290005543675 Stepsize:0.5120000000000001 Objective Value:85.59266146817751 Decrease Error:7.6491290005543675
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129018256573 Stepsize:0.40960000000000013 Objective Value:85.59266148587972 Decrease Error:7.649129018256573
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.64912903241833 Stepsize:0.32768000000000014 Objective Value:85.59266150004147 Decrease Error:7.64912903241833
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129043747749 Stepsize:0.2621440000000001 Objective Value:85.59266151137089 Decrease Error:7.649129043747749
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129052811261 Stepsize:0.2097152000000001 Objective Value:85.5926615204344 Decrease Error:7.649129052811261
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129060062151 Stepsize:0.1677721600000001 Objective Value:85.5926615276853 Decrease Error:7.649129060062151
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.64912906586278 Stepsize:0.13421772800000006 Objective Value:85.59266153348592 Decrease Error:7.64912906586278
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129070503321 Stepsize:0.10737418240000006 Objective Value:85.59266153812646 Decrease Error:7.649129070503321
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.6491290742157645 Stepsize:0.08589934592000005 Objective Value:85.59266154183891 Decrease Error:7.6491290742157645
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129077185719 Stepsize:0.06871947673600004 Objective Value:85.59266154480886 Decrease Error:7.649129077185719
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129079561661 Stepsize:0.054975581388800036 Objective Value:85.5926615471848 Decrease Error:7.649129079561661
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129081462405 Stepsize:0.043980465111040035 Objective Value:85.59266154908555 Decrease Error:7.649129081462405
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129082983009 Stepsize:0.03518437208883203 Objective Value:85.59266155060615 Decrease Error:7.649129082983009
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129084199487 Stepsize:0.028147497671065627 Objective Value:85.59266155182263 Decrease Error:7.649129084199487
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.6491290851726745 Stepsize:0.022517998136852502 Objective Value:85.59266155279582 Decrease Error:7.6491290851726745
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129085951316 Stepsize:0.018014398509482003 Objective Value:85.59266155357446 Decrease Error:7.649129085951316
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129086574106 Stepsize:0.014411518807585602 Objective Value:85.59266155419725 Decrease Error:7.649129086574106
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129087072382 Stepsize:0.011529215046068483 Objective Value:85.59266155469552 Decrease Error:7.649129087072382
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129087470982 Stepsize:0.009223372036854787 Objective Value:85.59266155509412 Decrease Error:7.649129087470982
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129087789916 Stepsize:0.00737869762948383 Objective Value:85.59266155541306 Decrease Error:7.649129087789916
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088045001 Stepsize:0.005902958103587064 Objective Value:85.59266155566814 Decrease Error:7.649129088045001
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.64912908824914 Stepsize:0.004722366482869652 Objective Value:85.59266155587228 Decrease Error:7.64912908824914
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088412394 Stepsize:0.0037778931862957215 Objective Value:85.59266155603554 Decrease Error:7.649129088412394
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088542978 Stepsize:0.0030223145490365774 Objective Value:85.59266155616612 Decrease Error:7.649129088542978
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088647513 Stepsize:0.002417851639229262 Objective Value:85.59266155627066 Decrease Error:7.649129088647513
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088731101 Stepsize:0.0019342813113834097 Objective Value:85.59266155635424 Decrease Error:7.649129088731101
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.649129088797963 Stepsize:0.0015474250491067279 Objective Value:85.5926615564211 Decrease Error:7.649129088797963
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726615894713485e-11 Stepsize:0.0018569100589280734 Objective Value:85.5926615564216 Decrease Error:4.973799150320701e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.672649515346746e-11 Stepsize:0.0014855280471424588 Objective Value:85.59266155642146 Decrease Error:3.552713678800501e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.672639854279532e-11 Stepsize:0.0011884224377139672 Objective Value:85.59266155642138 Decrease Error:2.7000623958883807e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726321268667756e-11 Stepsize:0.0009507379501711738 Objective Value:85.59266155642132 Decrease Error:2.1316282072803006e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726259441774172e-11 Stepsize:0.0007605903601369392 Objective Value:85.59266155642133 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726209988920217e-11 Stepsize:0.0006084722881095514 Objective Value:85.59266155642125 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.672617042035842e-11 Stepsize:0.00048677783048764115 Objective Value:85.59266155642125 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726138770813528e-11 Stepsize:0.00038942226439011294 Objective Value:85.59266155642122 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.672611343319934e-11 Stepsize:0.00031153781151209035 Objective Value:85.59266155642119 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726093177412258e-11 Stepsize:0.0002492302492096723 Objective Value:85.59266155642115 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.672607698182467e-11 Stepsize:0.00019938419936773785 Objective Value:85.59266155642116 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.67260640167678e-11 Stepsize:0.0001595073594941903 Objective Value:85.59266155642116 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.672605363674961e-11 Stepsize:0.00012760588759535226 Objective Value:85.59266155642115 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726045338050188e-11 Stepsize:0.00010208471007628181 Objective Value:85.59266155642115 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726038710917348e-11 Stepsize:8.166776806102545e-05 Objective Value:85.5926615564211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.67260333988561e-11 Stepsize:6.533421444882036e-05 Objective Value:85.59266155642112 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726029150032956e-11 Stepsize:5.2267371559056295e-05 Objective Value:85.59266155642115 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.672602574850746e-11 Stepsize:4.1813897247245036e-05 Objective Value:85.59266155642112 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726023030272852e-11 Stepsize:3.345111779779603e-05 Objective Value:85.5926615564211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.672602084461021e-11 Stepsize:2.6760894238236826e-05 Objective Value:85.59266155642109 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726019116133602e-11 Stepsize:2.1408715390589462e-05 Objective Value:85.59266155642112 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726017722393827e-11 Stepsize:1.712697231247157e-05 Objective Value:85.59266155642109 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.672601661357476e-11 Stepsize:1.3701577849977256e-05 Objective Value:85.59266155642112 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726015713761072e-11 Stepsize:1.0961262279981805e-05 Objective Value:85.59266155642108 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726014999976995e-11 Stepsize:8.769009823985445e-06 Objective Value:85.59266155642106 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726014437652997e-11 Stepsize:7.015207859188356e-06 Objective Value:85.59266155642109 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.672601398200221e-11 Stepsize:5.612166287350686e-06 Objective Value:85.59266155642113 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726013614919308e-11 Stepsize:4.489733029880549e-06 Objective Value:85.59266155642113 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.6726013315334342e-11 Stepsize:3.5917864239044394e-06 Objective Value:85.5926615564211 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.672601308727072e-11 Stepsize:2.873429139123552e-06 Objective Value:85.59266155642106 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59266115954881 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59266030549571 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59265790375284 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59265178011337 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59263558129689 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59259334756666 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59248276404576 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.592194810495 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.59145165186665 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.58958348497379 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.58518527942547 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.57630202972894 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.56350966887246 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.55481565710478 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.55318256590597 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.55307026057248 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.55306779356289 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:85.5530677843951 Decrease Error:0.0
Change of 0.04 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(147.2815898, dtype=float64), 'logtau': Array(5.11115624, dtype=float64), 'logamp': Array(0.02042442, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.48879948, dtype=float64), 'logtau': Array(0.04446982, dtype=float64), 'logamp': Array(0.01361649, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10870.447133181999
And log height: -85.55...
log-evidence is ~-88.36
Seems to have converged at iteration 51 / 64 with tolerance 1.29e-05
:::::::::::::::::::::::
Scanning at lag=134.48 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763021963908 Stepsize:1.0 Objective Value:91.110830806359 Decrease Error:5.557763021963908
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763160230351 Stepsize:0.8 Objective Value:91.11083094462545 Decrease Error:5.557763160230351
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763270844816 Stepsize:0.6400000000000001 Objective Value:91.11083105523991 Decrease Error:5.557763270844816
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763359337258 Stepsize:0.5120000000000001 Objective Value:91.11083114373236 Decrease Error:5.557763359337258
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577634301317005 Stepsize:0.40960000000000013 Objective Value:91.1108312145268 Decrease Error:5.5577634301317005
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763486767584 Stepsize:0.32768000000000014 Objective Value:91.11083127116268 Decrease Error:5.557763486767584
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763532076535 Stepsize:0.2621440000000001 Objective Value:91.11083131647163 Decrease Error:5.557763532076535
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763568323836 Stepsize:0.2097152000000001 Objective Value:91.11083135271893 Decrease Error:5.557763568323836
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763597321767 Stepsize:0.1677721600000001 Objective Value:91.11083138171686 Decrease Error:5.557763597321767
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577636205200776 Stepsize:0.13421772800000006 Objective Value:91.11083140491517 Decrease Error:5.5577636205200776
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763639078857 Stepsize:0.10737418240000006 Objective Value:91.11083142347395 Decrease Error:5.557763639078857
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763653925903 Stepsize:0.08589934592000005 Objective Value:91.110831438321 Decrease Error:5.557763653925903
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763665803549 Stepsize:0.06871947673600004 Objective Value:91.11083145019865 Decrease Error:5.557763665803549
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763675305608 Stepsize:0.054975581388800036 Objective Value:91.1108314597007 Decrease Error:5.557763675305608
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763682907378 Stepsize:0.043980465111040035 Objective Value:91.11083146730248 Decrease Error:5.557763682907378
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577636889887 Stepsize:0.03518437208883203 Objective Value:91.1108314733838 Decrease Error:5.5577636889887
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763693853801 Stepsize:0.028147497671065627 Objective Value:91.1108314782489 Decrease Error:5.557763693853801
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763697745912 Stepsize:0.022517998136852502 Objective Value:91.11083148214101 Decrease Error:5.557763697745912
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763700859553 Stepsize:0.018014398509482003 Objective Value:91.11083148525465 Decrease Error:5.557763700859553
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577637033504885 Stepsize:0.014411518807585602 Objective Value:91.11083148774559 Decrease Error:5.5577637033504885
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763705343177 Stepsize:0.011529215046068483 Objective Value:91.11083148973827 Decrease Error:5.557763705343177
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763706937436 Stepsize:0.009223372036854787 Objective Value:91.11083149133253 Decrease Error:5.557763706937436
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577637082127325 Stepsize:0.00737869762948383 Objective Value:91.11083149260783 Decrease Error:5.5577637082127325
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763709233058 Stepsize:0.005902958103587064 Objective Value:91.11083149362815 Decrease Error:5.557763709233058
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763710049272 Stepsize:0.004722366482869652 Objective Value:91.11083149444437 Decrease Error:5.557763710049272
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763710702247 Stepsize:0.0037778931862957215 Objective Value:91.11083149509734 Decrease Error:5.557763710702247
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763711224609 Stepsize:0.0030223145490365774 Objective Value:91.1108314956197 Decrease Error:5.557763711224609
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.5577637116426075 Stepsize:0.002417851639229262 Objective Value:91.1108314960377 Decrease Error:5.5577637116426075
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763711976875 Stepsize:0.0019342813113834097 Objective Value:91.11083149637197 Decrease Error:5.557763711976875
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.557763712244366 Stepsize:0.0015474250491067279 Objective Value:91.11083149663946 Decrease Error:5.557763712244366
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 1.0486588807760451e-10 Stepsize:0.0018569100589280734 Objective Value:91.11083149664141 Decrease Error:1.9468870959826745e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.0485481956560742e-10 Stepsize:0.0014855280471424588 Objective Value:91.11083149664104 Decrease Error:1.5774048733874224e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.0484596470303577e-10 Stepsize:0.0011884224377139672 Objective Value:91.1108314966407 Decrease Error:1.2363443602225743e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.0483888067291494e-10 Stepsize:0.0009507379501711738 Objective Value:91.11083149664046 Decrease Error:9.947598300641403e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.0483321362136153e-10 Stepsize:0.0007605903601369392 Objective Value:91.11083149664024 Decrease Error:7.815970093361102e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.0482867986468675e-10 Stepsize:0.0006084722881095514 Objective Value:91.11083149664003 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.0482505303881467e-10 Stepsize:0.00048677783048764115 Objective Value:91.11083149663997 Decrease Error:5.115907697472721e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.0482215146064413e-10 Stepsize:0.00038942226439011294 Objective Value:91.11083149663989 Decrease Error:4.263256414560601e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481983011652651e-10 Stepsize:0.00031153781151209035 Objective Value:91.11083149663975 Decrease Error:2.8421709430404007e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.048179731410698e-10 Stepsize:0.0002492302492096723 Objective Value:91.11083149663965 Decrease Error:1.8474111129762605e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481648759846093e-10 Stepsize:0.00019938419936773785 Objective Value:91.11083149663966 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.048152990478049e-10 Stepsize:0.0001595073594941903 Objective Value:91.11083149663959 Decrease Error:1.2789769243681803e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481434833946089e-10 Stepsize:0.00012760588759535226 Objective Value:91.11083149663959 Decrease Error:1.2789769243681803e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481358772888158e-10 Stepsize:0.00010208471007628181 Objective Value:91.11083149663958 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481297927776566e-10 Stepsize:8.166776806102545e-05 Objective Value:91.11083149663958 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481249238227014e-10 Stepsize:6.533421444882036e-05 Objective Value:91.11083149663949 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481210291304021e-10 Stepsize:5.2267371559056295e-05 Objective Value:91.11083149663949 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481179144220396e-10 Stepsize:4.1813897247245036e-05 Objective Value:91.1108314966395 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481154213187978e-10 Stepsize:3.345111779779603e-05 Objective Value:91.11083149663946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481134277517146e-10 Stepsize:2.6760894238236826e-05 Objective Value:91.11083149663949 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481118321077398e-10 Stepsize:2.1408715390589462e-05 Objective Value:91.11083149663949 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481105566091319e-10 Stepsize:1.712697231247157e-05 Objective Value:91.11083149663949 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481095357863982e-10 Stepsize:1.3701577849977256e-05 Objective Value:91.11083149663952 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481087185192475e-10 Stepsize:1.0961262279981805e-05 Objective Value:91.11083149663948 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481080650731658e-10 Stepsize:8.769009823985445e-06 Objective Value:91.11083149663946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481075420886205e-10 Stepsize:7.015207859188356e-06 Objective Value:91.11083149663945 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481071249219823e-10 Stepsize:5.612166287350686e-06 Objective Value:91.1108314966395 Decrease Error:4.263256414560601e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481067904460753e-10 Stepsize:4.489733029880549e-06 Objective Value:91.11083149663945 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481065221162947e-10 Stepsize:3.5917864239044394e-06 Objective Value:91.11083149663948 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.0481063087403573e-10 Stepsize:2.873429139123552e-06 Objective Value:91.11083149663945 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.1108314267117 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11083126700035 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11083082661762 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11082969605656 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11082671495137 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11081893920648 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.1107986051302 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11074570015232 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11060925921912 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.11026599028037 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10945558211881 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.1078233192543 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.1055039295623 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10369315786798 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10311491114209 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10307096293108 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10307020419825 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:91.10307019997236 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(134.4831896, dtype=float64), 'logtau': Array(5.0594689, dtype=float64), 'logamp': Array(-0.00603589, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.59912469, dtype=float64), 'logtau': Array(0.02378868, dtype=float64), 'logamp': Array(-0.00402393, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10673.981054172478
And log height: -91.10...
log-evidence is ~-93.90
Seems to have converged at iteration 52 / 64 with tolerance 4.80e-06
:::::::::::::::::::::::
Scanning at lag=121.68 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.208000083080557e-07 Stepsize:1.0 Objective Value:82.3013477175358 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080188746860317e-07 Stepsize:0.8 Objective Value:82.30134778169752 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080339079714417e-07 Stepsize:0.6400000000000001 Objective Value:82.30134783302715 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.208045934599933e-07 Stepsize:0.5120000000000001 Objective Value:82.30134787409108 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.208055555902862e-07 Stepsize:0.40960000000000013 Objective Value:82.30134790694233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.208063252945026e-07 Stepsize:0.32768000000000014 Objective Value:82.30134793322344 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080694105790756e-07 Stepsize:0.2621440000000001 Objective Value:82.30134795424829 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.208074336686342e-07 Stepsize:0.2097152000000001 Objective Value:82.30134797106825 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.20807827757208e-07 Stepsize:0.1677721600000001 Objective Value:82.30134798452423 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.208081430280736e-07 Stepsize:0.13421772800000006 Objective Value:82.30134799528899 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080839524479027e-07 Stepsize:0.10737418240000006 Objective Value:82.30134800390084 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080859701808385e-07 Stepsize:0.08589934592000005 Objective Value:82.30134801079029 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080875843683476e-07 Stepsize:0.06871947673600004 Objective Value:82.30134801630193 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.208088875717481e-07 Stepsize:0.054975581388800036 Objective Value:82.30134802071117 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.208089908797039e-07 Stepsize:0.043980465111040035 Objective Value:82.30134802423862 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080907352608946e-07 Stepsize:0.03518437208883203 Objective Value:82.30134802706054 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.208091396431436e-07 Stepsize:0.028147497671065627 Objective Value:82.30134802931808 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080919253686786e-07 Stepsize:0.022517998136852502 Objective Value:82.30134803112414 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.20809234851783e-07 Stepsize:0.018014398509482003 Objective Value:82.30134803256897 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.208092687037481e-07 Stepsize:0.014411518807585602 Objective Value:82.30134803372484 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.208092957852918e-07 Stepsize:0.011529215046068483 Objective Value:82.30134803464952 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080931745051484e-07 Stepsize:0.009223372036854787 Objective Value:82.30134803538928 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080933478275696e-07 Stepsize:0.00737869762948383 Objective Value:82.30134803598109 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080934864852155e-07 Stepsize:0.005902958103587064 Objective Value:82.30134803645448 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.208093597410971e-07 Stepsize:0.004722366482869652 Objective Value:82.30134803683326 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080936861523424e-07 Stepsize:0.0037778931862957215 Objective Value:82.30134803713628 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.208093757144713e-07 Stepsize:0.0030223145490365774 Objective Value:82.30134803737866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080938139391236e-07 Stepsize:0.002417851639229262 Objective Value:82.30134803757257 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.2080938593740683e-07 Stepsize:0.0019342813113834097 Objective Value:82.3013480377277 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.208093895722313e-07 Stepsize:0.0015474250491067279 Objective Value:82.30134803785187 Decrease Error:0.0
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 4.926835497055086e-11 Stepsize:0.0018569100589280734 Objective Value:82.30134803785276 Decrease Error:8.952838470577262e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 4.9266327218944246e-11 Stepsize:0.0014855280471424588 Objective Value:82.30134803785262 Decrease Error:7.531752999057062e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 4.926470501341916e-11 Stepsize:0.0011884224377139672 Objective Value:82.30134803785243 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.926340723570067e-11 Stepsize:0.0009507379501711738 Objective Value:82.30134803785229 Decrease Error:4.263256414560601e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.9262368995653486e-11 Stepsize:0.0007605903601369392 Objective Value:82.30134803785222 Decrease Error:3.552713678800501e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.926153846608442e-11 Stepsize:0.0006084722881095514 Objective Value:82.30134803785216 Decrease Error:2.984279490192421e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.926087397943109e-11 Stepsize:0.00048677783048764115 Objective Value:82.30134803785208 Decrease Error:2.1316282072803006e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.9260342431528335e-11 Stepsize:0.00038942226439011294 Objective Value:82.30134803785204 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.925991716720222e-11 Stepsize:0.00031153781151209035 Objective Value:82.30134803785202 Decrease Error:1.5631940186722204e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.9259576973571374e-11 Stepsize:0.0002492302492096723 Objective Value:82.30134803785198 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.925930481108575e-11 Stepsize:0.00019938419936773785 Objective Value:82.30134803785197 Decrease Error:9.947598300641403e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.925908707406688e-11 Stepsize:0.0001595073594941903 Objective Value:82.30134803785195 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 4.925891291975188e-11 Stepsize:0.00012760588759535226 Objective Value:82.30134803785194 Decrease Error:7.105427357601002e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258773533598266e-11 Stepsize:0.00010208471007628181 Objective Value:82.3013480378519 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258662076344385e-11 Stepsize:8.166776806102545e-05 Objective Value:82.3013480378519 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 4.925857288123394e-11 Stepsize:6.533421444882036e-05 Objective Value:82.30134803785188 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 4.925850155036599e-11 Stepsize:5.2267371559056295e-05 Objective Value:82.3013480378519 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 4.925844448120353e-11 Stepsize:4.1813897247245036e-05 Objective Value:82.30134803785187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258398809504654e-11 Stepsize:3.345111779779603e-05 Objective Value:82.30134803785188 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 4.925836227443254e-11 Stepsize:2.6760894238236826e-05 Objective Value:82.30134803785188 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 4.925833306143086e-11 Stepsize:2.1408715390589462e-05 Objective Value:82.30134803785185 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258309668710197e-11 Stepsize:1.712697231247157e-05 Objective Value:82.30134803785182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 4.925829097003437e-11 Stepsize:1.3701577849977256e-05 Objective Value:82.30134803785185 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 4.925827601524417e-11 Stepsize:1.0961262279981805e-05 Objective Value:82.30134803785184 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 4.925826405122143e-11 Stepsize:8.769009823985445e-06 Objective Value:82.30134803785182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 4.925825445952621e-11 Stepsize:7.015207859188356e-06 Objective Value:82.30134803785187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258246813465675e-11 Stepsize:5.612166287350686e-06 Objective Value:82.30134803785187 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 4.9258240678723676e-11 Stepsize:4.489733029880549e-06 Objective Value:82.30134803785185 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 4.925823575555643e-11 Stepsize:3.5917864239044394e-06 Objective Value:82.30134803785188 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 4.925823186132245e-11 Stepsize:2.873429139123552e-06 Objective Value:82.30134803785185 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.30134795208691 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.30134720583247 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.30134579938112 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.30124136405676 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.30107218391532 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.2951837212396 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.2935018221363 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.29314842713957 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.29312436631263 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.29312386204022 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:82.29312385980595 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(121.6847894, dtype=float64), 'logtau': Array(5.01731761, dtype=float64), 'logamp': Array(-0.01752736, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.71817808, dtype=float64), 'logtau': Array(0.00692707, dtype=float64), 'logamp': Array(-0.01168504, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11992.854682547912
And log height: -82.29...
log-evidence is ~-85.15
Seems to have converged at iteration 53 / 64 with tolerance 5.35e-06
:::::::::::::::::::::::
Scanning at lag=108.89 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303537097918 Stepsize:1.0 Objective Value:89.09642739690386 Decrease Error:6.803303537097918
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303513584453 Stepsize:0.8 Objective Value:89.0964273733904 Decrease Error:6.803303513584453
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303494773942 Stepsize:0.6400000000000001 Objective Value:89.09642735457989 Decrease Error:6.803303494773942
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303479725642 Stepsize:0.5120000000000001 Objective Value:89.09642733953159 Decrease Error:6.803303479725642
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303467687115 Stepsize:0.40960000000000013 Objective Value:89.09642732749306 Decrease Error:6.803303467687115
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303458056391 Stepsize:0.32768000000000014 Objective Value:89.09642731786234 Decrease Error:6.803303458056391
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303450351805 Stepsize:0.2621440000000001 Objective Value:89.09642731015775 Decrease Error:6.803303450351805
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303444188174 Stepsize:0.2097152000000001 Objective Value:89.09642730399412 Decrease Error:6.803303444188174
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303439257306 Stepsize:0.1677721600000001 Objective Value:89.09642729906325 Decrease Error:6.803303439257306
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303435312628 Stepsize:0.13421772800000006 Objective Value:89.09642729511857 Decrease Error:6.803303435312628
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303432156866 Stepsize:0.10737418240000006 Objective Value:89.09642729196281 Decrease Error:6.803303432156866
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 6.80330342963228 Stepsize:0.08589934592000005 Objective Value:89.09642728943822 Decrease Error:6.80330342963228
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 6.8033034276125335 Stepsize:0.06871947673600004 Objective Value:89.09642728741848 Decrease Error:6.8033034276125335
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303425996845 Stepsize:0.054975581388800036 Objective Value:89.09642728580279 Decrease Error:6.803303425996845
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303424704268 Stepsize:0.043980465111040035 Objective Value:89.09642728451021 Decrease Error:6.803303424704268
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303423670158 Stepsize:0.03518437208883203 Objective Value:89.0964272834761 Decrease Error:6.803303423670158
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 6.8033034228429585 Stepsize:0.028147497671065627 Objective Value:89.0964272826489 Decrease Error:6.8033034228429585
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303422181131 Stepsize:0.022517998136852502 Objective Value:89.09642728198708 Decrease Error:6.803303422181131
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303421651663 Stepsize:0.018014398509482003 Objective Value:89.09642728145761 Decrease Error:6.803303421651663
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303421228108 Stepsize:0.014411518807585602 Objective Value:89.09642728103405 Decrease Error:6.803303421228108
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303420889264 Stepsize:0.011529215046068483 Objective Value:89.09642728069521 Decrease Error:6.803303420889264
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303420618249 Stepsize:0.009223372036854787 Objective Value:89.0964272804242 Decrease Error:6.803303420618249
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303420401349 Stepsize:0.00737869762948383 Objective Value:89.0964272802073 Decrease Error:6.803303420401349
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303420227849 Stepsize:0.005902958103587064 Objective Value:89.0964272800338 Decrease Error:6.803303420227849
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303420089065 Stepsize:0.004722366482869652 Objective Value:89.09642727989501 Decrease Error:6.803303420089065
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 6.80330341997805 Stepsize:0.0037778931862957215 Objective Value:89.096427279784 Decrease Error:6.80330341997805
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303419889218 Stepsize:0.0030223145490365774 Objective Value:89.09642727969516 Decrease Error:6.803303419889218
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 6.80330341981815 Stepsize:0.002417851639229262 Objective Value:89.0964272796241 Decrease Error:6.80330341981815
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303419761278 Stepsize:0.0019342813113834097 Objective Value:89.09642727956722 Decrease Error:6.803303419761278
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 6.803303419715817 Stepsize:0.0015474250491067279 Objective Value:89.09642727952176 Decrease Error:6.803303419715817
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.7231966609630486e-11 Stepsize:0.0018569100589280734 Objective Value:89.09642727952121 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.7889416387543028e-11 Stepsize:0.0014855280471424588 Objective Value:89.09642727952132 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.8415376132727963e-11 Stepsize:0.0011884224377139672 Objective Value:89.09642727952138 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.883614380825842e-11 Stepsize:0.0009507379501711738 Objective Value:89.09642727952149 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.917275771015831e-11 Stepsize:0.0007605903601369392 Objective Value:89.09642727952152 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.9442049465597676e-11 Stepsize:0.0006084722881095514 Objective Value:89.09642727952155 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.9657482273637975e-11 Stepsize:0.00048677783048764115 Objective Value:89.0964272795216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.982982930747204e-11 Stepsize:0.00038942226439011294 Objective Value:89.09642727952166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.996770604075013e-11 Stepsize:0.00031153781151209035 Objective Value:89.09642727952163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.007800739958992e-11 Stepsize:0.0002492302492096723 Objective Value:89.09642727952169 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.016624878142922e-11 Stepsize:0.00019938419936773785 Objective Value:89.09642727952169 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.023684280948894e-11 Stepsize:0.0001595073594941903 Objective Value:89.09642727952172 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.029331656623091e-11 Stepsize:0.00012760588759535226 Objective Value:89.0964272795217 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.033849635157242e-11 Stepsize:0.00010208471007628181 Objective Value:89.09642727952173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.037464000298515e-11 Stepsize:8.166776806102545e-05 Objective Value:89.09642727952175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.0403554248521855e-11 Stepsize:6.533421444882036e-05 Objective Value:89.09642727952173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.042668706051268e-11 Stepsize:5.2267371559056295e-05 Objective Value:89.09642727952175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.0445192763599684e-11 Stepsize:4.1813897247245036e-05 Objective Value:89.09642727952172 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.04599967531362e-11 Stepsize:3.345111779779603e-05 Objective Value:89.09642727952176 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.047184077587414e-11 Stepsize:2.6760894238236826e-05 Objective Value:89.09642727952176 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.048131521038961e-11 Stepsize:2.1408715390589462e-05 Objective Value:89.09642727952173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.0488895464088653e-11 Stepsize:1.712697231247157e-05 Objective Value:89.09642727952178 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.049495909174311e-11 Stepsize:1.3701577849977256e-05 Objective Value:89.09642727952179 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.04998102696606e-11 Stepsize:1.0961262279981805e-05 Objective Value:89.09642727952175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.050369136615459e-11 Stepsize:8.769009823985445e-06 Objective Value:89.09642727952176 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.0506796072249126e-11 Stepsize:7.015207859188356e-06 Objective Value:89.09642727952175 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.0509279250977956e-11 Stepsize:5.612166287350686e-06 Objective Value:89.09642727952173 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.0511266430929796e-11 Stepsize:4.489733029880549e-06 Objective Value:89.09642727952176 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.051285671665354e-11 Stepsize:3.5917864239044394e-06 Objective Value:89.09642727952178 Decrease Error:1.4210854715202004e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.0514127652321446e-11 Stepsize:2.873429139123552e-06 Objective Value:89.09642727952176 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642727904512 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642727281103 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642726129204 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642722626111 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642713939328 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642690710416 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.0964263037906 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642471938947 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09642057647669 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09640972946207 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09638137513548 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09630744542555 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.0961161677141 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.0956311888521 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09446381206827 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.09198611802084 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.08801907669059 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.08448810972953 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.08337057429546 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.08325879204614 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.08325477691784 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:89.0832547492307 Decrease Error:0.0
Change of 0.01 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(108.8863892, dtype=float64), 'logtau': Array(4.96851113, dtype=float64), 'logamp': Array(-0.02900015, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.84799919, dtype=float64), 'logtau': Array(-0.01259571, dtype=float64), 'logamp': Array(-0.01933404, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11761.828449751942
And log height: -89.08...
log-evidence is ~-91.93
Seems to have converged at iteration 54 / 64 with tolerance 2.38e-05
:::::::::::::::::::::::
Scanning at lag=96.09 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 16.115906912318437 Stepsize:1.0 Objective Value:105.19916166154913 Decrease Error:16.115906912318437
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590592383122 Stepsize:0.8 Objective Value:105.19916067306191 Decrease Error:16.11590592383122
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 16.115905133045757 Stepsize:0.6400000000000001 Objective Value:105.19915988227645 Decrease Error:16.115905133045757
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590450042013 Stepsize:0.5120000000000001 Objective Value:105.19915924965082 Decrease Error:16.11590450042013
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590399432137 Stepsize:0.40960000000000013 Objective Value:105.19915874355208 Decrease Error:16.11590399432137
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 16.115903589443562 Stepsize:0.32768000000000014 Objective Value:105.19915833867427 Decrease Error:16.115903589443562
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 16.115903265541945 Stepsize:0.2621440000000001 Objective Value:105.19915801477265 Decrease Error:16.115903265541945
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 16.115903006421192 Stepsize:0.2097152000000001 Objective Value:105.1991577556519 Decrease Error:16.115903006421192
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902799124797 Stepsize:0.1677721600000001 Objective Value:105.1991575483555 Decrease Error:16.115902799124797
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902633287945 Stepsize:0.13421772800000006 Objective Value:105.19915738251865 Decrease Error:16.115902633287945
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590250061856 Stepsize:0.10737418240000006 Objective Value:105.19915724984926 Decrease Error:16.11590250061856
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 16.1159023944832 Stepsize:0.08589934592000005 Objective Value:105.1991571437139 Decrease Error:16.1159023944832
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902309574835 Stepsize:0.06871947673600004 Objective Value:105.19915705880554 Decrease Error:16.115902309574835
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902241648257 Stepsize:0.054975581388800036 Objective Value:105.19915699087896 Decrease Error:16.115902241648257
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590218730703 Stepsize:0.043980465111040035 Objective Value:105.19915693653773 Decrease Error:16.11590218730703
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590214383395 Stepsize:0.03518437208883203 Objective Value:105.19915689306465 Decrease Error:16.11590214383395
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590210905557 Stepsize:0.028147497671065627 Objective Value:105.19915685828627 Decrease Error:16.11590210905557
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902081232846 Stepsize:0.022517998136852502 Objective Value:105.19915683046355 Decrease Error:16.115902081232846
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902058974726 Stepsize:0.018014398509482003 Objective Value:105.19915680820543 Decrease Error:16.115902058974726
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590204116817 Stepsize:0.014411518807585602 Objective Value:105.19915679039887 Decrease Error:16.11590204116817
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590202692294 Stepsize:0.011529215046068483 Objective Value:105.19915677615364 Decrease Error:16.11590202692294
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902015526785 Stepsize:0.009223372036854787 Objective Value:105.19915676475749 Decrease Error:16.115902015526785
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 16.115902006409854 Stepsize:0.00737869762948383 Objective Value:105.19915675564056 Decrease Error:16.115902006409854
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 16.115901999116318 Stepsize:0.005902958103587064 Objective Value:105.19915674834702 Decrease Error:16.115901999116318
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590199328147 Stepsize:0.004722366482869652 Objective Value:105.19915674251217 Decrease Error:16.11590199328147
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 16.115901988613615 Stepsize:0.0037778931862957215 Objective Value:105.19915673784432 Decrease Error:16.115901988613615
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 16.1159019848793 Stepsize:0.0030223145490365774 Objective Value:105.19915673411 Decrease Error:16.1159019848793
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 16.11590198189188 Stepsize:0.002417851639229262 Objective Value:105.19915673112259 Decrease Error:16.11590198189188
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 16.1159019795019 Stepsize:0.0019342813113834097 Objective Value:105.1991567287326 Decrease Error:16.1159019795019
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 16.115901977589985 Stepsize:0.0015474250491067279 Objective Value:105.19915672682069 Decrease Error:16.115901977589985
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.868559553310164e-10 Stepsize:0.0018569100589280734 Objective Value:105.19915672680608 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 7.870419260507812e-10 Stepsize:0.0014855280471424588 Objective Value:105.19915672680898 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 7.871907032612219e-10 Stepsize:0.0011884224377139672 Objective Value:105.1991567268113 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 7.873097244888286e-10 Stepsize:0.0009507379501711738 Objective Value:105.1991567268131 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 7.874049414207696e-10 Stepsize:0.0007605903601369392 Objective Value:105.19915672681464 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 7.874811152631228e-10 Stepsize:0.0006084722881095514 Objective Value:105.19915672681583 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 7.875420539778634e-10 Stepsize:0.00048677783048764115 Objective Value:105.19915672681682 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 7.875908055893351e-10 Stepsize:0.00038942226439011294 Objective Value:105.19915672681756 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 7.876298062185044e-10 Stepsize:0.00031153781151209035 Objective Value:105.19915672681816 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 7.87661007280204e-10 Stepsize:0.0002492302492096723 Objective Value:105.19915672681866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 7.876859674302532e-10 Stepsize:0.00019938419936773785 Objective Value:105.19915672681906 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 7.877059361235645e-10 Stepsize:0.0001595073594941903 Objective Value:105.19915672681934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 7.877219111039634e-10 Stepsize:0.00012760588759535226 Objective Value:105.19915672681964 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 7.877346909066786e-10 Stepsize:0.00010208471007628181 Objective Value:105.1991567268198 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 7.877449156921067e-10 Stepsize:8.166776806102545e-05 Objective Value:105.19915672682004 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 7.877530940594867e-10 Stepsize:6.533421444882036e-05 Objective Value:105.19915672682009 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 7.877596372467027e-10 Stepsize:5.2267371559056295e-05 Objective Value:105.19915672682022 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 7.877648719509743e-10 Stepsize:4.1813897247245036e-05 Objective Value:105.1991567268203 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 7.877690598444958e-10 Stepsize:3.345111779779603e-05 Objective Value:105.19915672682039 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 7.877724097310532e-10 Stepsize:2.6760894238236826e-05 Objective Value:105.19915672682046 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 7.877750895603392e-10 Stepsize:2.1408715390589462e-05 Objective Value:105.19915672682048 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 7.877772342545379e-10 Stepsize:1.712697231247157e-05 Objective Value:105.19915672682056 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 7.877789491371142e-10 Stepsize:1.3701577849977256e-05 Objective Value:105.19915672682055 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 7.877803216015393e-10 Stepsize:1.0961262279981805e-05 Objective Value:105.19915672682053 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 7.877814194646591e-10 Stepsize:8.769009823985445e-06 Objective Value:105.19915672682062 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 7.877822973702632e-10 Stepsize:7.015207859188356e-06 Objective Value:105.19915672682058 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 7.87783000549911e-10 Stepsize:5.612166287350686e-06 Objective Value:105.19915672682056 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 7.877835613670372e-10 Stepsize:4.489733029880549e-06 Objective Value:105.19915672682065 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 7.877840115548843e-10 Stepsize:3.5917864239044394e-06 Objective Value:105.19915672682055 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 7.877843716658596e-10 Stepsize:2.873429139123552e-06 Objective Value:105.1991567268206 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19915640298667 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.199155310804 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19915269417407 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19914559675544 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.1991272496545 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19907893217396 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19895254472486 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19862103199091 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19775311242898 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.19548852352258 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.18965118745614 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.17509403756902 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.14173744446002 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.08050802185579 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.02041110276068 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.00350254083192 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.00138156563443 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.00125880282877 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.00125807510295 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:105.00125807146327 Decrease Error:0.0
Change of 0.20 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(96.087989, dtype=float64), 'logtau': Array(4.83328543, dtype=float64), 'logamp': Array(-0.04084258, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-1.99138904, dtype=float64), 'logtau': Array(-0.06671056, dtype=float64), 'logamp': Array(-0.02723007, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11811.26594549155
And log height: -105.00...
log-evidence is ~-107.85
Seems to have converged at iteration 55 / 64 with tolerance 7.93e-06
:::::::::::::::::::::::
Scanning at lag=83.29 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 27.744045168446064 Stepsize:1.0 Objective Value:132.74530323990933 Decrease Error:27.744045168446064
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044923148977 Stepsize:0.8 Objective Value:132.74530299461225 Decrease Error:27.744044923148977
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044726912165 Stepsize:0.6400000000000001 Objective Value:132.74530279837543 Decrease Error:27.744044726912165
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404456992309 Stepsize:0.5120000000000001 Objective Value:132.74530264138636 Decrease Error:27.74404456992309
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404444433219 Stepsize:0.40960000000000013 Objective Value:132.74530251579546 Decrease Error:27.74404444433219
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044343859713 Stepsize:0.32768000000000014 Objective Value:132.74530241532298 Decrease Error:27.744044343859713
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044263481726 Stepsize:0.2621440000000001 Objective Value:132.745302334945 Decrease Error:27.744044263481726
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044199179513 Stepsize:0.2097152000000001 Objective Value:132.74530227064278 Decrease Error:27.744044199179513
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404414773778 Stepsize:0.1677721600000001 Objective Value:132.74530221920105 Decrease Error:27.74404414773778
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044106584425 Stepsize:0.13421772800000006 Objective Value:132.7453021780477 Decrease Error:27.744044106584425
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404407366174 Stepsize:0.10737418240000006 Objective Value:132.745302145125 Decrease Error:27.74404407366174
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 27.744044047323627 Stepsize:0.08589934592000005 Objective Value:132.7453021187869 Decrease Error:27.744044047323627
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404402625308 Stepsize:0.06871947673600004 Objective Value:132.74530209771635 Decrease Error:27.74404402625308
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404400939676 Stepsize:0.054975581388800036 Objective Value:132.74530208086003 Decrease Error:27.74404400939676
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043995911625 Stepsize:0.043980465111040035 Objective Value:132.7453020673749 Decrease Error:27.744043995911625
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043985123568 Stepsize:0.03518437208883203 Objective Value:132.74530205658684 Decrease Error:27.744043985123568
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404397649309 Stepsize:0.028147497671065627 Objective Value:132.74530204795636 Decrease Error:27.74404397649309
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043969588745 Stepsize:0.022517998136852502 Objective Value:132.745302041052 Decrease Error:27.744043969588745
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404396406524 Stepsize:0.018014398509482003 Objective Value:132.7453020355285 Decrease Error:27.74404396406524
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043959646376 Stepsize:0.014411518807585602 Objective Value:132.74530203110965 Decrease Error:27.744043959646376
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043956111426 Stepsize:0.011529215046068483 Objective Value:132.7453020275747 Decrease Error:27.744043956111426
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043953283352 Stepsize:0.009223372036854787 Objective Value:132.74530202474662 Decrease Error:27.744043953283352
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043951020927 Stepsize:0.00737869762948383 Objective Value:132.7453020224842 Decrease Error:27.744043951020927
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043949211004 Stepsize:0.005902958103587064 Objective Value:132.74530202067427 Decrease Error:27.744043949211004
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043947763004 Stepsize:0.004722366482869652 Objective Value:132.74530201922627 Decrease Error:27.744043947763004
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 27.74404394660465 Stepsize:0.0037778931862957215 Objective Value:132.74530201806792 Decrease Error:27.74404394660465
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043945677987 Stepsize:0.0030223145490365774 Objective Value:132.74530201714126 Decrease Error:27.744043945677987
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043944936664 Stepsize:0.002417851639229262 Objective Value:132.74530201639993 Decrease Error:27.744043944936664
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043944343645 Stepsize:0.0019342813113834097 Objective Value:132.7453020158069 Decrease Error:27.744043944343645
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 27.744043943869116 Stepsize:0.0015474250491067279 Objective Value:132.74530201533238 Decrease Error:27.744043943869116
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.205157511324523e-10 Stepsize:0.0018569100589280734 Objective Value:132.74530201532676 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.382747739922741e-10 Stepsize:0.0014855280471424588 Objective Value:132.74530201532792 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.5248199207654916e-10 Stepsize:0.0011884224377139672 Objective Value:132.74530201532872 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.6384776671744155e-10 Stepsize:0.0009507379501711738 Objective Value:132.74530201532946 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.7294038616994694e-10 Stepsize:0.0007605903601369392 Objective Value:132.74530201533003 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.802144815584789e-10 Stepsize:0.0006084722881095514 Objective Value:132.7453020153305 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.860337521880851e-10 Stepsize:0.00048677783048764115 Objective Value:132.74530201533088 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.906891778641204e-10 Stepsize:0.00038942226439011294 Objective Value:132.7453020153312 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.944135071942982e-10 Stepsize:0.00031153781151209035 Objective Value:132.74530201533136 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.9739297998257914e-10 Stepsize:0.0002492302492096723 Objective Value:132.74530201533165 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.9977655097073337e-10 Stepsize:0.00019938419936773785 Objective Value:132.74530201533182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.0168341528561983e-10 Stepsize:0.0001595073594941903 Objective Value:132.74530201533182 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.0320889674118497e-10 Stepsize:0.00012760588759535226 Objective Value:132.745302015332 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.044292914032481e-10 Stepsize:0.00010208471007628181 Objective Value:132.74530201533207 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.0540560635227305e-10 Stepsize:8.166776806102545e-05 Objective Value:132.74530201533213 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.0618665464688967e-10 Stepsize:6.533421444882036e-05 Objective Value:132.7453020153322 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.0681149347773935e-10 Stepsize:5.2267371559056295e-05 Objective Value:132.74530201533216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.073113623956988e-10 Stepsize:4.1813897247245036e-05 Objective Value:132.74530201533224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.0771126266918465e-10 Stepsize:3.345111779779603e-05 Objective Value:132.74530201533227 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.080311815652467e-10 Stepsize:2.6760894238236826e-05 Objective Value:132.74530201533233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.0828711355959405e-10 Stepsize:2.1408715390589462e-05 Objective Value:132.7453020153323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.084918622125221e-10 Stepsize:1.712697231247157e-05 Objective Value:132.7453020153323 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.0865566315148053e-10 Stepsize:1.3701577849977256e-05 Objective Value:132.74530201533233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.087866957060789e-10 Stepsize:1.0961262279981805e-05 Objective Value:132.74530201533233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.0889153328566867e-10 Stepsize:8.769009823985445e-06 Objective Value:132.74530201533233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.089753929626837e-10 Stepsize:7.015207859188356e-06 Objective Value:132.74530201533233 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.09042487838346e-10 Stepsize:5.612166287350686e-06 Objective Value:132.74530201533236 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.0909615909849054e-10 Stepsize:4.489733029880549e-06 Objective Value:132.74530201533238 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.091390986002712e-10 Stepsize:3.5917864239044394e-06 Objective Value:132.74530201533238 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.0917345252188834e-10 Stepsize:2.873429139123552e-06 Objective Value:132.74530201533236 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.137640859556441e-10 Stepsize:1.0 Objective Value:132.74530201027764 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.5412477317615845e-10 Stepsize:0.8 Objective Value:132.74530201127246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.864132358647517e-10 Stepsize:0.6400000000000001 Objective Value:132.7453020120741 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 4.1224395092731396e-10 Stepsize:0.5120000000000001 Objective Value:132.74530201271915 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 4.3290848740875623e-10 Stepsize:0.40960000000000013 Objective Value:132.74530201323756 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 4.494400937064022e-10 Stepsize:0.32768000000000014 Objective Value:132.74530201365383 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 4.626653646959693e-10 Stepsize:0.2621440000000001 Objective Value:132.74530201398778 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 4.732455717826583e-10 Stepsize:0.2097152000000001 Objective Value:132.74530201425557 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 4.817097318128029e-10 Stepsize:0.1677721600000001 Objective Value:132.74530201447027 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 4.884810558131733e-10 Stepsize:0.13421772800000006 Objective Value:132.74530201464222 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 4.938981128613284e-10 Stepsize:0.10737418240000006 Objective Value:132.74530201477995 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 4.982317565076309e-10 Stepsize:0.08589934592000005 Objective Value:132.74530201489023 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.01698670722652e-10 Stepsize:0.06871947673600004 Objective Value:132.74530201497856 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.044722017070666e-10 Stepsize:0.054975581388800036 Objective Value:132.74530201504922 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.066910255255926e-10 Stepsize:0.043980465111040035 Objective Value:132.74530201510578 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.084660847376227e-10 Stepsize:0.03518437208883203 Objective Value:132.74530201515105 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.098861320110238e-10 Stepsize:0.028147497671065627 Objective Value:132.74530201518738 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.110221692659596e-10 Stepsize:0.022517998136852502 Objective Value:132.74530201521634 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.119309992433806e-10 Stepsize:0.018014398509482003 Objective Value:132.74530201523953 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.126580631399365e-10 Stepsize:0.014411518807585602 Objective Value:132.74530201525815 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.13239714315457e-10 Stepsize:0.011529215046068483 Objective Value:132.74530201527296 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.137050352192816e-10 Stepsize:0.009223372036854787 Objective Value:132.74530201528484 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.140772918678024e-10 Stepsize:0.00737869762948383 Objective Value:132.74530201529433 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.143750971188564e-10 Stepsize:0.005902958103587064 Objective Value:132.74530201530192 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.146133413237654e-10 Stepsize:0.004722366482869652 Objective Value:132.745302015308 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.148039368218626e-10 Stepsize:0.0037778931862957215 Objective Value:132.7453020153128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.149564129641976e-10 Stepsize:0.0030223145490365774 Objective Value:132.74530201531675 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.150783942466943e-10 Stepsize:0.002417851639229262 Objective Value:132.74530201531985 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.151759791100614e-10 Stepsize:0.0019342813113834097 Objective Value:132.7453020153224 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.152540468909795e-10 Stepsize:0.0015474250491067279 Objective Value:132.74530201532443 Decrease Error:0.0
3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.558261315951602e-08 Stepsize:0.0018569100589280734 Objective Value:132.74530201484507 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.5631526028803093e-08 Stepsize:0.0014855280471424588 Objective Value:132.74530201494088 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.5670656326763303e-08 Stepsize:0.0011884224377139672 Objective Value:132.74530201501756 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.5701960553335352e-08 Stepsize:0.0009507379501711738 Objective Value:132.74530201507892 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.5727003941488516e-08 Stepsize:0.0007605903601369392 Objective Value:132.74530201512803 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.5747038634577077e-08 Stepsize:0.0006084722881095514 Objective Value:132.74530201516725 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.576306639485925e-08 Stepsize:0.00048677783048764115 Objective Value:132.7453020151987 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.5775888619911805e-08 Stepsize:0.00038942226439011294 Objective Value:132.7453020152238 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.5786146379614217e-08 Stepsize:0.00031153781151209035 Objective Value:132.7453020152439 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.5794352595269138e-08 Stepsize:0.0002492302492096723 Objective Value:132.74530201526002 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.580091756454047e-08 Stepsize:0.00019938419936773785 Objective Value:132.7453020152729 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.5806169539610588e-08 Stepsize:0.0001595073594941903 Objective Value:132.74530201528316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.581037112270245e-08 Stepsize:0.00012760588759535226 Objective Value:132.74530201529146 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.5813732388612154e-08 Stepsize:0.00010208471007628181 Objective Value:132.74530201529802 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.5816421403855267e-08 Stepsize:8.166776806102545e-05 Objective Value:132.7453020153033 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.581857260603173e-08 Stepsize:6.533421444882036e-05 Objective Value:132.74530201530752 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.582029357770419e-08 Stepsize:5.2267371559056295e-05 Objective Value:132.74530201531084 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.5821670349447676e-08 Stepsize:4.1813897247245036e-05 Objective Value:132.74530201531363 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.5822771775039033e-08 Stepsize:3.345111779779603e-05 Objective Value:132.74530201531564 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.5823652902458325e-08 Stepsize:2.6760894238236826e-05 Objective Value:132.74530201531746 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.582435782317214e-08 Stepsize:2.1408715390589462e-05 Objective Value:132.74530201531894 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.5824921739923976e-08 Stepsize:1.712697231247157e-05 Objective Value:132.74530201531994 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.582537288317e-08 Stepsize:1.3701577849977256e-05 Objective Value:132.74530201532085 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.5825733790220773e-08 Stepsize:1.0961262279981805e-05 Objective Value:132.7453020153216 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.5826022528004456e-08 Stepsize:8.769009823985445e-06 Objective Value:132.74530201532204 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.5826253513591016e-08 Stepsize:7.015207859188356e-06 Objective Value:132.74530201532264 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.5826438295901997e-08 Stepsize:5.612166287350686e-06 Objective Value:132.74530201532295 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.5826586121880885e-08 Stepsize:4.489733029880549e-06 Objective Value:132.7453020153232 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.582670439120751e-08 Stepsize:3.5917864239044394e-06 Objective Value:132.7453020153235 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.5826798999773282e-08 Stepsize:2.873429139123552e-06 Objective Value:132.74530201532366 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.7453015141278 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.7453010837827 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74529902550788 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74529454915935 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74528190184998 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74524968468432 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74516430314935 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74494123771206 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.7443544295826 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.74281164291736 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.73874353665497 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.72799831412394 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.69960989107915 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.6251303905015 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:132.4351015104072 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.99887482105348 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.37942463369072 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.18264812368508 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.16164700989708 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.1582835106892 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.15824000037082 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:131.158239949048 Decrease Error:0.0
Change of 1.60 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(83.2895888, dtype=float64), 'logtau': Array(4.45145072, dtype=float64), 'logamp': Array(-0.04363072, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-2.15234831, dtype=float64), 'logtau': Array(-0.22030646, dtype=float64), 'logamp': Array(-0.0290892, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11013.422014456304
And log height: -131.16...
log-evidence is ~-133.97
Seems to have converged at iteration 56 / 64 with tolerance 4.40e-05
:::::::::::::::::::::::
Scanning at lag=70.49 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 10.515314233772898 Stepsize:1.0 Objective Value:141.67355418282085 Decrease Error:10.515314233772898
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 10.515314030684152 Stepsize:0.8 Objective Value:141.6735539797321 Decrease Error:10.515314030684152
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313868227366 Stepsize:0.6400000000000001 Objective Value:141.67355381727535 Decrease Error:10.515313868227366
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313738270834 Stepsize:0.5120000000000001 Objective Value:141.67355368731882 Decrease Error:10.515313738270834
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313634311497 Stepsize:0.40960000000000013 Objective Value:141.67355358335948 Decrease Error:10.515313634311497
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313551147642 Stepsize:0.32768000000000014 Objective Value:141.67355350019562 Decrease Error:10.515313551147642
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313484618872 Stepsize:0.2621440000000001 Objective Value:141.67355343366685 Decrease Error:10.515313484618872
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313431397317 Stepsize:0.2097152000000001 Objective Value:141.67355338044533 Decrease Error:10.515313431397317
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313388821141 Stepsize:0.1677721600000001 Objective Value:141.67355333786915 Decrease Error:10.515313388821141
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313354760849 Stepsize:0.13421772800000006 Objective Value:141.67355330380886 Decrease Error:10.515313354760849
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 10.5153133275129 Stepsize:0.10737418240000006 Objective Value:141.6735532765609 Decrease Error:10.5153133275129
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313305714926 Stepsize:0.08589934592000005 Objective Value:141.67355325476294 Decrease Error:10.515313305714926
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313288276559 Stepsize:0.06871947673600004 Objective Value:141.67355323732457 Decrease Error:10.515313288276559
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313274326104 Stepsize:0.054975581388800036 Objective Value:141.6735532233741 Decrease Error:10.515313274326104
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313263165694 Stepsize:0.043980465111040035 Objective Value:141.6735532122137 Decrease Error:10.515313263165694
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 10.51531325423747 Stepsize:0.03518437208883203 Objective Value:141.67355320328548 Decrease Error:10.51531325423747
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313247094866 Stepsize:0.028147497671065627 Objective Value:141.67355319614288 Decrease Error:10.515313247094866
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313241380824 Stepsize:0.022517998136852502 Objective Value:141.67355319042883 Decrease Error:10.515313241380824
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313236809703 Stepsize:0.018014398509482003 Objective Value:141.6735531858577 Decrease Error:10.515313236809703
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 10.51531323315271 Stepsize:0.014411518807585602 Objective Value:141.67355318220072 Decrease Error:10.51531323315271
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 10.51531323022715 Stepsize:0.011529215046068483 Objective Value:141.67355317927516 Decrease Error:10.51531323022715
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313227886708 Stepsize:0.009223372036854787 Objective Value:141.67355317693472 Decrease Error:10.515313227886708
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313226014399 Stepsize:0.00737869762948383 Objective Value:141.6735531750624 Decrease Error:10.515313226014399
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313224516376 Stepsize:0.005902958103587064 Objective Value:141.6735531735644 Decrease Error:10.515313224516376
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313223318117 Stepsize:0.004722366482869652 Objective Value:141.67355317236613 Decrease Error:10.515313223318117
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313222359481 Stepsize:0.0037778931862957215 Objective Value:141.6735531714075 Decrease Error:10.515313222359481
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313221592663 Stepsize:0.0030223145490365774 Objective Value:141.67355317064067 Decrease Error:10.515313221592663
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 10.51531322097901 Stepsize:0.002417851639229262 Objective Value:141.67355317002702 Decrease Error:10.51531322097901
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 10.515313220488196 Stepsize:0.0019342813113834097 Objective Value:141.6735531695362 Decrease Error:10.515313220488196
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 10.51531322009555 Stepsize:0.0015474250491067279 Objective Value:141.67355316914356 Decrease Error:10.51531322009555
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.383042920817169e-10 Stepsize:0.0018569100589280734 Objective Value:141.67355316911738 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 1.0381422355053362e-09 Stepsize:0.0014855280471424588 Objective Value:141.67355316912253 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 1.1180125554714394e-09 Stepsize:0.0011884224377139672 Objective Value:141.67355316912673 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 1.1819088228040503e-09 Stepsize:0.0009507379501711738 Objective Value:141.67355316913003 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 1.2330258421805965e-09 Stepsize:0.0007605903601369392 Objective Value:141.67355316913276 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 1.273919449013637e-09 Stepsize:0.0006084722881095514 Objective Value:141.67355316913475 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 1.3066343205833082e-09 Stepsize:0.00048677783048764115 Objective Value:141.6735531691366 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 1.3328062427025114e-09 Stepsize:0.00038942226439011294 Objective Value:141.67355316913796 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 1.3537437587192516e-09 Stepsize:0.00031153781151209035 Objective Value:141.6735531691391 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 1.370493789863792e-09 Stepsize:0.0002492302492096723 Objective Value:141.67355316914 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 1.383893813169384e-09 Stepsize:0.00019938419936773785 Objective Value:141.67355316914075 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 1.394613813292974e-09 Stepsize:0.0001595073594941903 Objective Value:141.67355316914126 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 1.403189822621117e-09 Stepsize:0.00012760588759535226 Objective Value:141.6735531691417 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 1.4100506359437442e-09 Stepsize:0.00010208471007628181 Objective Value:141.67355316914205 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 1.4155392765052131e-09 Stepsize:8.166776806102545e-05 Objective Value:141.67355316914237 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 1.419930188523418e-09 Stepsize:6.533421444882036e-05 Objective Value:141.67355316914265 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 1.4234429203633068e-09 Stepsize:5.2267371559056295e-05 Objective Value:141.67355316914274 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 1.4262531167748178e-09 Stepsize:4.1813897247245036e-05 Objective Value:141.67355316914302 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 1.4285012543097828e-09 Stepsize:3.345111779779603e-05 Objective Value:141.67355316914308 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 1.4302997883555434e-09 Stepsize:2.6760894238236826e-05 Objective Value:141.67355316914316 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 1.4317386009527121e-09 Stepsize:2.1408715390589462e-05 Objective Value:141.67355316914322 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 1.4328896494204068e-09 Stepsize:1.712697231247157e-05 Objective Value:141.67355316914328 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 1.4338104977518048e-09 Stepsize:1.3701577849977256e-05 Objective Value:141.67355316914342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 1.4345471827839004e-09 Stepsize:1.0961262279981805e-05 Objective Value:141.67355316914347 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 1.4351365088029832e-09 Stepsize:8.769009823985445e-06 Objective Value:141.67355316914342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 1.4356079777497658e-09 Stepsize:7.015207859188356e-06 Objective Value:141.67355316914342 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 1.4359851480635187e-09 Stepsize:5.612166287350686e-06 Objective Value:141.6735531691435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 1.4362868958666952e-09 Stepsize:4.489733029880549e-06 Objective Value:141.6735531691435 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 1.436528286202692e-09 Stepsize:3.5917864239044394e-06 Objective Value:141.67355316914353 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 1.4367214016644648e-09 Stepsize:2.873429139123552e-06 Objective Value:141.6735531691436 Decrease Error:2.842170943040401e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6735531669928 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67355315914574 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67355314079293 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6735530905431 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67355296118268 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67355262030833 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6735517300734 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67354939723188 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67354329259527 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67352731450373 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67348553681495 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67337654623748 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67309399656426 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.67237363285562 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6706149026109 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.666754165336 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6600532647044 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.65275155207428 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.64949686415184 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.64912343865535 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.64910778614532 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:141.6491075976172 Decrease Error:0.0
Change of 0.03 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(70.4911886, dtype=float64), 'logtau': Array(4.37414522, dtype=float64), 'logamp': Array(-0.06194791, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-2.33688373, dtype=float64), 'logtau': Array(-0.25166178, dtype=float64), 'logamp': Array(-0.04130448, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10836.848751756828
And log height: -141.65...
log-evidence is ~-144.46
Seems to have converged at iteration 57 / 64 with tolerance 5.35e-05
:::::::::::::::::::::::
Scanning at lag=57.69 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.870925688540922 Stepsize:1.0 Objective Value:145.52003328615803 Decrease Error:3.870925688540922
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709231282641383 Stepsize:0.8 Objective Value:145.52003072588124 Decrease Error:3.8709231282641383
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.870921080071014 Stepsize:0.6400000000000001 Objective Value:145.52002867768815 Decrease Error:3.870921080071014
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709194415347383 Stepsize:0.5120000000000001 Objective Value:145.52002703915187 Decrease Error:3.8709194415347383
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709181307174276 Stepsize:0.40960000000000013 Objective Value:145.5200257283346 Decrease Error:3.8709181307174276
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.870917082070946 Stepsize:0.32768000000000014 Objective Value:145.5200246796881 Decrease Error:3.870917082070946
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.870916243158547 Stepsize:0.2621440000000001 Objective Value:145.5200238407757 Decrease Error:3.870916243158547
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709155720316915 Stepsize:0.2097152000000001 Objective Value:145.52002316964885 Decrease Error:3.8709155720316915
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709150351321 Stepsize:0.1677721600000001 Objective Value:145.52002263274926 Decrease Error:3.8709150351321
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.870914605613791 Stepsize:0.13421772800000006 Objective Value:145.52002220323098 Decrease Error:3.870914605613791
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709142619998715 Stepsize:0.10737418240000006 Objective Value:145.52002185961706 Decrease Error:3.8709142619998715
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913987109276 Stepsize:0.08589934592000005 Objective Value:145.52002158472646 Decrease Error:3.870913987109276
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709137671971234 Stepsize:0.06871947673600004 Objective Value:145.5200213648143 Decrease Error:3.8709137671971234
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913591267623 Stepsize:0.054975581388800036 Objective Value:145.5200211888848 Decrease Error:3.870913591267623
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913450524114 Stepsize:0.043980465111040035 Objective Value:145.5200210481413 Decrease Error:3.870913450524114
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913337929437 Stepsize:0.03518437208883203 Objective Value:145.52002093554663 Decrease Error:3.870913337929437
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913247853622 Stepsize:0.028147497671065627 Objective Value:145.5200208454708 Decrease Error:3.870913247853622
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.87091317579322 Stepsize:0.022517998136852502 Objective Value:145.5200207734104 Decrease Error:3.87091317579322
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709131181448413 Stepsize:0.018014398509482003 Objective Value:145.52002071576203 Decrease Error:3.8709131181448413
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709130720260987 Stepsize:0.014411518807585602 Objective Value:145.5200206696433 Decrease Error:3.8709130720260987
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.870913035131167 Stepsize:0.011529215046068483 Objective Value:145.52002063274836 Decrease Error:3.870913035131167
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709130056152503 Stepsize:0.009223372036854787 Objective Value:145.52002060323244 Decrease Error:3.8709130056152503
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709129820023804 Stepsize:0.00737869762948383 Objective Value:145.52002057961957 Decrease Error:3.8709129820023804
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709129631122323 Stepsize:0.005902958103587064 Objective Value:145.52002056072942 Decrease Error:3.8709129631122323
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.870912947999983 Stepsize:0.004722366482869652 Objective Value:145.52002054561717 Decrease Error:3.870912947999983
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.870912935910326 Stepsize:0.0037778931862957215 Objective Value:145.52002053352751 Decrease Error:3.870912935910326
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709129262385034 Stepsize:0.0030223145490365774 Objective Value:145.5200205238557 Decrease Error:3.8709129262385034
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.8709129185011193 Stepsize:0.002417851639229262 Objective Value:145.5200205161183 Decrease Error:3.8709129185011193
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.870912912311155 Stepsize:0.0019342813113834097 Objective Value:145.52002050992834 Decrease Error:3.870912912311155
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.870912907359184 Stepsize:0.0015474250491067279 Objective Value:145.52002050497637 Decrease Error:3.870912907359184
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.0287560344279018e-09 Stepsize:0.0018569100589280734 Objective Value:145.52002050493866 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.0289998078339177e-09 Stepsize:0.0014855280471424588 Objective Value:145.5200205049462 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.029194826707472e-09 Stepsize:0.0011884224377139672 Objective Value:145.5200205049523 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.029350841888986e-09 Stepsize:0.0009507379501711738 Objective Value:145.5200205049571 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.029475654690817e-09 Stepsize:0.0007605903601369392 Objective Value:145.520020504961 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.029575503696969e-09 Stepsize:0.0006084722881095514 Objective Value:145.52002050496404 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.0296553844468786e-09 Stepsize:0.00048677783048764115 Objective Value:145.52002050496645 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.029719286807929e-09 Stepsize:0.00038942226439011294 Objective Value:145.52002050496841 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.029770410650366e-09 Stepsize:0.00031153781151209035 Objective Value:145.52002050497015 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.0298113087790267e-09 Stepsize:0.0002492302492096723 Objective Value:145.52002050497126 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.0298440276424526e-09 Stepsize:0.00019938419936773785 Objective Value:145.5200205049723 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.0298702031695847e-09 Stepsize:0.0001595073594941903 Objective Value:145.5200205049732 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.029891143067485e-09 Stepsize:0.00012760588759535226 Objective Value:145.52002050497376 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299078951125217e-09 Stepsize:0.00010208471007628181 Objective Value:145.5200205049743 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.029921296559493e-09 Stepsize:8.166776806102545e-05 Objective Value:145.52002050497472 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.029932017106529e-09 Stepsize:6.533421444882036e-05 Objective Value:145.520020504975 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.029940594863496e-09 Stepsize:5.2267371559056295e-05 Objective Value:145.5200205049753 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.029947456013328e-09 Stepsize:4.1813897247245036e-05 Objective Value:145.52002050497555 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299529453289273e-09 Stepsize:3.345111779779603e-05 Objective Value:145.52002050497572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.029957336506968e-09 Stepsize:2.6760894238236826e-05 Objective Value:145.52002050497586 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.029960849809898e-09 Stepsize:2.1408715390589462e-05 Objective Value:145.52002050497603 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299636599264037e-09 Stepsize:1.712697231247157e-05 Objective Value:145.52002050497595 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299659091580207e-09 Stepsize:1.3701577849977256e-05 Objective Value:145.52002050497617 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.029967707649525e-09 Stepsize:1.0961262279981805e-05 Objective Value:145.52002050497615 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299691462164013e-09 Stepsize:8.769009823985445e-06 Objective Value:145.5200205049762 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299702981337758e-09 Stepsize:7.015207859188356e-06 Objective Value:145.52002050497623 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299712185773745e-09 Stepsize:5.612166287350686e-06 Objective Value:145.5200205049763 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.029971955296139e-09 Stepsize:4.489733029880549e-06 Objective Value:145.52002050497626 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.0299725449665954e-09 Stepsize:3.5917864239044394e-06 Objective Value:145.52002050497632 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.029973016221846e-09 Stepsize:2.873429139123552e-06 Objective Value:145.52002050497637 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.52001937387897 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.52001696241243 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.52001009884327 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.51999267237034 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.5199464854919 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.51982609656002 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.51951057255957 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.5186879481596 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.51655904071464 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.51117488008677 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.49831491009132 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.47149067675602 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.43084439441668 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.40247546414733 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.3970845039084 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.39660239441542 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.39658798307545 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:145.3965879180606 Decrease Error:0.0
Change of 0.13 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(57.6927884, dtype=float64), 'logtau': Array(4.24192182, dtype=float64), 'logamp': Array(-0.07530617, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-2.55463101, dtype=float64), 'logtau': Array(-0.30558734, dtype=float64), 'logamp': Array(-0.05021466, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
11587.982352966199
And log height: -145.40...
log-evidence is ~-148.24
Seems to have converged at iteration 58 / 64 with tolerance 4.16e-05
:::::::::::::::::::::::
Scanning at lag=44.89 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 13.553795545938044 Stepsize:1.0 Objective Value:158.95038346399858 Decrease Error:13.553795545938044
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 13.553792151340389 Stepsize:0.8 Objective Value:158.95038006940095 Decrease Error:13.553792151340389
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 13.553789435675498 Stepsize:0.6400000000000001 Objective Value:158.95037735373606 Decrease Error:13.553789435675498
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 13.55378726315223 Stepsize:0.5120000000000001 Objective Value:158.9503751812128 Decrease Error:13.55378726315223
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 13.553785525139034 Stepsize:0.40960000000000013 Objective Value:158.9503734431996 Decrease Error:13.553785525139034
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 13.553784134731984 Stepsize:0.32768000000000014 Objective Value:158.95037205279255 Decrease Error:13.553784134731984
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 13.553783022408709 Stepsize:0.2621440000000001 Objective Value:158.9503709404693 Decrease Error:13.553783022408709
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 13.553782132551362 Stepsize:0.2097152000000001 Objective Value:158.95037005061195 Decrease Error:13.553782132551362
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 13.553781420666468 Stepsize:0.1677721600000001 Objective Value:158.95036933872706 Decrease Error:13.553781420666468
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 13.553780851159075 Stepsize:0.13421772800000006 Objective Value:158.95036876921966 Decrease Error:13.553780851159075
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 13.553780395553616 Stepsize:0.10737418240000006 Objective Value:158.9503683136142 Decrease Error:13.553780395553616
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 13.553780031069522 Stepsize:0.08589934592000005 Objective Value:158.9503679491301 Decrease Error:13.553780031069522
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 13.553779739482394 Stepsize:0.06871947673600004 Objective Value:158.95036765754298 Decrease Error:13.553779739482394
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 13.553779506212749 Stepsize:0.054975581388800036 Objective Value:158.95036742427334 Decrease Error:13.553779506212749
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 13.553779319597027 Stepsize:0.043980465111040035 Objective Value:158.95036723765762 Decrease Error:13.553779319597027
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 13.55377917030458 Stepsize:0.03518437208883203 Objective Value:158.95036708836517 Decrease Error:13.55377917030458
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 13.553779050870617 Stepsize:0.028147497671065627 Objective Value:158.9503669689312 Decrease Error:13.553779050870617
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778955323509 Stepsize:0.022517998136852502 Objective Value:158.9503668733841 Decrease Error:13.553778955323509
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778878885794 Stepsize:0.018014398509482003 Objective Value:158.95036679694638 Decrease Error:13.553778878885794
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778817735719 Stepsize:0.014411518807585602 Objective Value:158.9503667357963 Decrease Error:13.553778817735719
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778768815533 Stepsize:0.011529215046068483 Objective Value:158.95036668687612 Decrease Error:13.553778768815533
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778729679351 Stepsize:0.009223372036854787 Objective Value:158.95036664773994 Decrease Error:13.553778729679351
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778698370479 Stepsize:0.00737869762948383 Objective Value:158.95036661643107 Decrease Error:13.553778698370479
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778673323478 Stepsize:0.005902958103587064 Objective Value:158.95036659138407 Decrease Error:13.553778673323478
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778653285718 Stepsize:0.004722366482869652 Objective Value:158.9503665713463 Decrease Error:13.553778653285718
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778637255675 Stepsize:0.0037778931862957215 Objective Value:158.95036655531626 Decrease Error:13.553778637255675
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778624431487 Stepsize:0.0030223145490365774 Objective Value:158.95036654249208 Decrease Error:13.553778624431487
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778614172188 Stepsize:0.002417851639229262 Objective Value:158.95036653223278 Decrease Error:13.553778614172188
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778605964823 Stepsize:0.0019342813113834097 Objective Value:158.9503665240254 Decrease Error:13.553778605964823
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 13.553778599398896 Stepsize:0.0015474250491067279 Objective Value:158.95036651745949 Decrease Error:13.553778599398896
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 2.7767740862883214e-09 Stepsize:0.0018569100589280734 Objective Value:158.9503665174077 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.7789506528193157e-09 Stepsize:0.0014855280471424588 Objective Value:158.9503665174181 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 2.7806919035989467e-09 Stepsize:0.0011884224377139672 Objective Value:158.95036651742637 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 2.782084905062908e-09 Stepsize:0.0009507379501711738 Objective Value:158.95036651743288 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 2.7831993072261223e-09 Stepsize:0.0007605903601369392 Objective Value:158.95036651743825 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 2.784090828214015e-09 Stepsize:0.0006084722881095514 Objective Value:158.95036651744246 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 2.7848040441044416e-09 Stepsize:0.00048677783048764115 Objective Value:158.9503665174459 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 2.785374618860504e-09 Stepsize:0.00038942226439011294 Objective Value:158.95036651744863 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 2.7858310766216326e-09 Stepsize:0.00031153781151209035 Objective Value:158.95036651745076 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 2.786196243448531e-09 Stepsize:0.0002492302492096723 Objective Value:158.95036651745244 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 2.786488377224468e-09 Stepsize:0.00019938419936773785 Objective Value:158.95036651745397 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 2.7867220826405986e-09 Stepsize:0.0001595073594941903 Objective Value:158.95036651745497 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 2.7869090467458205e-09 Stepsize:0.00012760588759535226 Objective Value:158.9503665174559 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 2.7870586211633424e-09 Stepsize:0.00010208471007628181 Objective Value:158.95036651745662 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 2.787178279163214e-09 Stepsize:8.166776806102545e-05 Objective Value:158.9503665174572 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 2.787274006490104e-09 Stepsize:6.533421444882036e-05 Objective Value:158.9503665174576 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 2.7873505867253126e-09 Stepsize:5.2267371559056295e-05 Objective Value:158.95036651745795 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 2.7874118504635356e-09 Stepsize:4.1813897247245036e-05 Objective Value:158.95036651745826 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 2.787460863449046e-09 Stepsize:3.345111779779603e-05 Objective Value:158.95036651745852 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 2.787500074515081e-09 Stepsize:2.6760894238236826e-05 Objective Value:158.95036651745863 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 2.7875314403213005e-09 Stepsize:2.1408715390589462e-05 Objective Value:158.95036651745886 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 2.787556534424528e-09 Stepsize:1.712697231247157e-05 Objective Value:158.95036651745895 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 2.7875766107316814e-09 Stepsize:1.3701577849977256e-05 Objective Value:158.95036651745906 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 2.787592669744525e-09 Stepsize:1.0961262279981805e-05 Objective Value:158.95036651745912 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 2.787605519139467e-09 Stepsize:8.769009823985445e-06 Objective Value:158.95036651745923 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 2.787615797267642e-09 Stepsize:7.015207859188356e-06 Objective Value:158.9503665174592 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 2.787624018284825e-09 Stepsize:5.612166287350686e-06 Objective Value:158.95036651745932 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 2.7876305975488682e-09 Stepsize:4.489733029880549e-06 Objective Value:158.95036651745934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 2.7876358608354196e-09 Stepsize:3.5917864239044394e-06 Objective Value:158.95036651745934 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 2.7876400703045644e-09 Stepsize:2.873429139123552e-06 Objective Value:158.95036651745934 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95036599669328 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95036320833202 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95035730347433 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95034042706317 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95029762258696 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.95018402657234 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.9498875642611 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.9491081234664 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.9470622332693 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.94168397398923 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.92756977811297 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.8907937123951 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.7971459622195 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.57313611403788 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:158.13336986543092 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.72334364304 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.65204455979222 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.6429072519686 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.64218583968952 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.64218331345248 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:157.6421833076015 Decrease Error:0.0
Change of 1.34 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(44.8943882, dtype=float64), 'logtau': Array(3.85324362, dtype=float64), 'logamp': Array(-0.07962691, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-2.82254482, dtype=float64), 'logtau': Array(-0.46700923, dtype=float64), 'logamp': Array(-0.05309708, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
12103.095629724408
And log height: -157.64...
log-evidence is ~-160.50
Seems to have converged at iteration 59 / 64 with tolerance 1.75e-05
:::::::::::::::::::::::
Scanning at lag=32.10 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 8.686716907451682 Stepsize:1.0 Objective Value:166.32890021505318 Decrease Error:8.686716907451682
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 8.686717346049392 Stepsize:0.8 Objective Value:166.3289006536509 Decrease Error:8.686717346049392
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 8.686717696929975 Stepsize:0.6400000000000001 Objective Value:166.32890100453147 Decrease Error:8.686717696929975
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 8.686717977635908 Stepsize:0.5120000000000001 Objective Value:166.3289012852374 Decrease Error:8.686717977635908
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718202201774 Stepsize:0.40960000000000013 Objective Value:166.32890150980327 Decrease Error:8.686718202201774
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 8.68671838185503 Stepsize:0.32768000000000014 Objective Value:166.32890168945653 Decrease Error:8.68671838185503
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718525578044 Stepsize:0.2621440000000001 Objective Value:166.32890183317954 Decrease Error:8.686718525578044
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 8.68671864055679 Stepsize:0.2097152000000001 Objective Value:166.3289019481583 Decrease Error:8.68671864055679
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718732539731 Stepsize:0.1677721600000001 Objective Value:166.32890204014123 Decrease Error:8.686718732539731
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718806126322 Stepsize:0.13421772800000006 Objective Value:166.32890211372782 Decrease Error:8.686718806126322
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718864995726 Stepsize:0.10737418240000006 Objective Value:166.32890217259722 Decrease Error:8.686718864995726
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 8.68671891209118 Stepsize:0.08589934592000005 Objective Value:166.32890221969268 Decrease Error:8.68671891209118
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718949767709 Stepsize:0.06871947673600004 Objective Value:166.3289022573692 Decrease Error:8.686718949767709
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 8.686718979908846 Stepsize:0.054975581388800036 Objective Value:166.32890228751035 Decrease Error:8.686718979908846
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719004021825 Stepsize:0.043980465111040035 Objective Value:166.32890231162332 Decrease Error:8.686719004021825
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719023312207 Stepsize:0.03518437208883203 Objective Value:166.3289023309137 Decrease Error:8.686719023312207
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719038744485 Stepsize:0.028147497671065627 Objective Value:166.32890234634598 Decrease Error:8.686719038744485
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719051090364 Stepsize:0.022517998136852502 Objective Value:166.32890235869186 Decrease Error:8.686719051090364
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719060967022 Stepsize:0.018014398509482003 Objective Value:166.32890236856852 Decrease Error:8.686719060967022
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719068868314 Stepsize:0.014411518807585602 Objective Value:166.3289023764698 Decrease Error:8.686719068868314
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719075189416 Stepsize:0.011529215046068483 Objective Value:166.32890238279091 Decrease Error:8.686719075189416
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719080246206 Stepsize:0.009223372036854787 Objective Value:166.3289023878477 Decrease Error:8.686719080246206
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 8.68671908429178 Stepsize:0.00737869762948383 Objective Value:166.32890239189328 Decrease Error:8.68671908429178
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 8.68671908752819 Stepsize:0.005902958103587064 Objective Value:166.3289023951297 Decrease Error:8.68671908752819
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719090117293 Stepsize:0.004722366482869652 Objective Value:166.3289023977188 Decrease Error:8.686719090117293
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719092188468 Stepsize:0.0037778931862957215 Objective Value:166.32890239978997 Decrease Error:8.686719092188468
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719093845653 Stepsize:0.0030223145490365774 Objective Value:166.32890240144715 Decrease Error:8.686719093845653
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719095171242 Stepsize:0.002417851639229262 Objective Value:166.32890240277274 Decrease Error:8.686719095171242
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719096231798 Stepsize:0.0019342813113834097 Objective Value:166.3289024038333 Decrease Error:8.686719096231798
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 8.686719097080157 Stepsize:0.0015474250491067279 Objective Value:166.32890240468166 Decrease Error:8.686719097080157
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 3.1909426280391804e-10 Stepsize:0.0018569100589280734 Objective Value:166.32890240468748 Decrease Error:5.8264504332328215e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 3.188613184539684e-10 Stepsize:0.0014855280471424588 Objective Value:166.32890240468632 Decrease Error:4.661160346586257e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 3.1867496377878755e-10 Stepsize:0.0011884224377139672 Objective Value:166.32890240468532 Decrease Error:3.666400516522117e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 3.185258799288674e-10 Stepsize:0.0009507379501711738 Objective Value:166.32890240468464 Decrease Error:2.9842794901924208e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 3.1840661251282864e-10 Stepsize:0.0007605903601369392 Objective Value:166.32890240468404 Decrease Error:2.3874235921539366e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 3.1831119879480517e-10 Stepsize:0.0006084722881095514 Objective Value:166.3289024046835 Decrease Error:1.8474111129762605e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 3.1823486734672557e-10 Stepsize:0.00048677783048764115 Objective Value:166.3289024046832 Decrease Error:1.5347723092418164e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 3.1817380255960113e-10 Stepsize:0.00038942226439011294 Objective Value:166.32890240468285 Decrease Error:1.1937117960769683e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 3.181249507949537e-10 Stepsize:0.00031153781151209035 Objective Value:166.3289024046826 Decrease Error:9.379164112033322e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 3.180858693402065e-10 Stepsize:0.0002492302492096723 Objective Value:166.32890240468242 Decrease Error:7.673861546209082e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 3.180546038853682e-10 Stepsize:0.00019938419936773785 Objective Value:166.32890240468222 Decrease Error:5.684341886080801e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 3.180295915496191e-10 Stepsize:0.0001595073594941903 Objective Value:166.3289024046821 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 3.1800958213773994e-10 Stepsize:0.00012760588759535226 Objective Value:166.32890240468203 Decrease Error:3.694822225952521e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 3.1799357402818847e-10 Stepsize:0.00010208471007628181 Objective Value:166.32890240468197 Decrease Error:3.126388037344441e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 3.1798076836216924e-10 Stepsize:8.166776806102545e-05 Objective Value:166.32890240468186 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 3.1797052293963046e-10 Stepsize:6.533421444882036e-05 Objective Value:166.3289024046818 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 3.179623274977603e-10 Stepsize:5.2267371559056295e-05 Objective Value:166.32890240468177 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 3.179557702633499e-10 Stepsize:4.1813897247245036e-05 Objective Value:166.32890240468174 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 3.179505247695726e-10 Stepsize:3.345111779779603e-05 Objective Value:166.32890240468168 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 3.17946328802133e-10 Stepsize:2.6760894238236826e-05 Objective Value:166.32890240468174 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 3.1794297188859027e-10 Stepsize:2.1408715390589462e-05 Objective Value:166.32890240468174 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 3.179402856015251e-10 Stepsize:1.712697231247157e-05 Objective Value:166.32890240468166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 3.179381376970715e-10 Stepsize:1.3701577849977256e-05 Objective Value:166.32890240468166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 3.179364189791301e-10 Stepsize:1.0961262279981805e-05 Objective Value:166.32890240468163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 3.179350437228844e-10 Stepsize:8.769009823985445e-06 Objective Value:166.32890240468163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 3.179339432390446e-10 Stepsize:7.015207859188356e-06 Objective Value:166.32890240468163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 3.17933063469968e-10 Stepsize:5.612166287350686e-06 Objective Value:166.32890240468166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 3.179323596126939e-10 Stepsize:4.489733029880549e-06 Objective Value:166.32890240468166 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 3.179317964696152e-10 Stepsize:3.5917864239044394e-06 Objective Value:166.32890240468163 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 3.179313448977163e-10 Stepsize:2.873429139123552e-06 Objective Value:166.32890240468168 Decrease Error:2.842170943040401e-14
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32890234713872 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32890206513505 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32890145517337 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.3288997293171 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32889534096458 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32888372889929 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32885348364718 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.3287743081899 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32856787735787 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32803140390888 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32665129399277 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.32318582593624 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.31499760821896 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.29824237236048 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.272393877679 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.246463655352 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.23486957051918 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.2338465776089 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.23380645147873 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:166.23380616302492 Decrease Error:0.0
Change of 0.09 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(32.095988, dtype=float64), 'logtau': Array(3.9234661, dtype=float64), 'logamp': Array(-0.09640921, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-3.1749337, dtype=float64), 'logtau': Array(-0.43745898, dtype=float64), 'logamp': Array(-0.06429494, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
10727.704230850462
And log height: -166.23...
log-evidence is ~-169.04
Seems to have converged at iteration 60 / 64 with tolerance 1.36e-05
:::::::::::::::::::::::
Scanning at lag=19.30 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 39.348447694241344 Stepsize:1.0 Objective Value:205.58225385726627 Decrease Error:39.348447694241344
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 39.348447773879485 Stepsize:0.8 Objective Value:205.5822539369044 Decrease Error:39.348447773879485
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 39.348447837592516 Stepsize:0.6400000000000001 Objective Value:205.58225400061744 Decrease Error:39.348447837592516
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844788856441 Stepsize:0.5120000000000001 Objective Value:205.58225405158933 Decrease Error:39.34844788856441
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844792934271 Stepsize:0.40960000000000013 Objective Value:205.58225409236763 Decrease Error:39.34844792934271
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844796196592 Stepsize:0.32768000000000014 Objective Value:205.58225412499084 Decrease Error:39.34844796196592
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844798806506 Stepsize:0.2621440000000001 Objective Value:205.58225415108998 Decrease Error:39.34844798806506
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844800894456 Stepsize:0.2097152000000001 Objective Value:205.58225417196948 Decrease Error:39.34844800894456
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448025648196 Stepsize:0.1677721600000001 Objective Value:205.58225418867312 Decrease Error:39.348448025648196
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844803901123 Stepsize:0.13421772800000006 Objective Value:205.58225420203615 Decrease Error:39.34844803901123
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448049701716 Stepsize:0.10737418240000006 Objective Value:205.58225421272664 Decrease Error:39.348448049701716
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844805825432 Stepsize:0.08589934592000005 Objective Value:205.58225422127924 Decrease Error:39.34844805825432
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844806509625 Stepsize:0.06871947673600004 Objective Value:205.58225422812117 Decrease Error:39.34844806509625
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844807056996 Stepsize:0.054975581388800036 Objective Value:205.58225423359488 Decrease Error:39.34844807056996
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844807494869 Stepsize:0.043980465111040035 Objective Value:205.58225423797361 Decrease Error:39.34844807494869
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844807845187 Stepsize:0.03518437208883203 Objective Value:205.5822542414768 Decrease Error:39.34844807845187
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844808125442 Stepsize:0.028147497671065627 Objective Value:205.58225424427934 Decrease Error:39.34844808125442
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844808349641 Stepsize:0.022517998136852502 Objective Value:205.58225424652133 Decrease Error:39.34844808349641
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844808529007 Stepsize:0.018014398509482003 Objective Value:205.582254248315 Decrease Error:39.34844808529007
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844808672486 Stepsize:0.014411518807585602 Objective Value:205.58225424974978 Decrease Error:39.34844808672486
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844808787287 Stepsize:0.011529215046068483 Objective Value:205.5822542508978 Decrease Error:39.34844808787287
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448088791116 Stepsize:0.009223372036854787 Objective Value:205.58225425181604 Decrease Error:39.348448088791116
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448089525704 Stepsize:0.00737869762948383 Objective Value:205.58225425255063 Decrease Error:39.348448089525704
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844809011352 Stepsize:0.005902958103587064 Objective Value:205.58225425313844 Decrease Error:39.34844809011352
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 39.3484480905837 Stepsize:0.004722366482869652 Objective Value:205.58225425360862 Decrease Error:39.3484480905837
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448090959806 Stepsize:0.0037778931862957215 Objective Value:205.58225425398473 Decrease Error:39.348448090959806
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844809126079 Stepsize:0.0030223145490365774 Objective Value:205.58225425428571 Decrease Error:39.34844809126079
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844809150141 Stepsize:0.002417851639229262 Objective Value:205.58225425452633 Decrease Error:39.34844809150141
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 39.34844809169408 Stepsize:0.0019342813113834097 Objective Value:205.582254254719 Decrease Error:39.34844809169408
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 39.348448091848155 Stepsize:0.0015474250491067279 Objective Value:205.58225425487308 Decrease Error:39.348448091848155
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 7.921830433842679e-08 Stepsize:0.0018569100589280734 Objective Value:205.5822542549363 Decrease Error:6.323830348264892e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 2.1065530487729235e-08 Stepsize:0.0014855280471424588 Objective Value:205.58225425488052 Decrease Error:7.474909580196254e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0011884224377139672 Objective Value:205.58225425485134 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 5.785104040884316e-11 Stepsize:0.0014261069252567607 Objective Value:205.58225425485222 Decrease Error:8.810729923425242e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 5.7840862914424874e-11 Stepsize:0.0011408855402054085 Objective Value:205.58225425485193 Decrease Error:5.968558980384842e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 5.783272097115565e-11 Stepsize:0.0009127084321643268 Objective Value:205.58225425485188 Decrease Error:5.400124791776761e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 5.7826207069256766e-11 Stepsize:0.0007301667457314615 Objective Value:205.58225425485176 Decrease Error:4.263256414560601e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 5.782099620049229e-11 Stepsize:0.0005841333965851692 Objective Value:205.5822542548516 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 5.781682736690612e-11 Stepsize:0.0004673067172681354 Objective Value:205.5822542548516 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 5.781349248977256e-11 Stepsize:0.00037384537381450836 Objective Value:205.5822542548516 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 5.7810824398669147e-11 Stepsize:0.00029907629905160673 Objective Value:205.58225425485156 Decrease Error:2.2737367544323206e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 5.780869003827239e-11 Stepsize:0.0002392610392412854 Objective Value:205.5822542548516 Decrease Error:2.5579538487363607e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 5.780698246389644e-11 Stepsize:0.00019140883139302832 Objective Value:205.58225425485145 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 5.780561642675735e-11 Stepsize:0.00015312706511442267 Objective Value:205.58225425485142 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 5.7804523735620666e-11 Stepsize:0.00012250165209153814 Objective Value:205.5822542548514 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 5.780364948242262e-11 Stepsize:9.800132167323052e-05 Objective Value:205.58225425485136 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 5.7802950111034994e-11 Stepsize:7.840105733858443e-05 Objective Value:205.58225425485134 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 5.780239052718872e-11 Stepsize:6.272084587086754e-05 Objective Value:205.58225425485142 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 5.7801942961755654e-11 Stepsize:5.0176676696694036e-05 Objective Value:205.5822542548514 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 5.7801584976833024e-11 Stepsize:4.014134135735523e-05 Objective Value:205.5822542548514 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 5.780129850012587e-11 Stepsize:3.211307308588419e-05 Objective Value:205.58225425485148 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 5.7801069237106166e-11 Stepsize:2.5690458468707354e-05 Objective Value:205.58225425485136 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 5.7800885813815504e-11 Stepsize:2.0552366774965883e-05 Objective Value:205.5822542548513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 5.78007391144853e-11 Stepsize:1.6441893419972708e-05 Objective Value:205.58225425485145 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 5.780062181736277e-11 Stepsize:1.3153514735978166e-05 Objective Value:205.58225425485142 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 5.780052793053683e-11 Stepsize:1.0522811788782534e-05 Objective Value:205.58225425485142 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 5.78004529528744e-11 Stepsize:8.418249431026028e-06 Objective Value:205.58225425485136 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 5.7800392810147016e-11 Stepsize:6.734599544820823e-06 Objective Value:205.58225425485136 Decrease Error:2.842170943040401e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 5.780034462583078e-11 Stepsize:5.387679635856659e-06 Objective Value:205.58225425485128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 5.78003063331653e-11 Stepsize:4.310143708685327e-06 Objective Value:205.58225425485128 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 5.780027552657701e-11 Stepsize:3.448114966948262e-06 Objective Value:205.5822542548513 Decrease Error:0.0
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 5.7800251054101095e-11 Stepsize:2.7584919735586097e-06 Objective Value:205.5822542548514 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 5.780023125385892e-11 Stepsize:2.2067935788468877e-06 Objective Value:205.58225425485136 Decrease Error:2.842170943040401e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.5822542370705 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58225420572114 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.5822541083501 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58225386864368 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58224717921982 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58223573289746 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58212740139493 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.5819225266004 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.58138751108154 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.57999280879676 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.57636914719154 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.5670152418283 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.54319503801358 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.4843305481647 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.34839568096015 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:205.07475694782852 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:204.61511540693436 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.88020285708544 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.0064705745194 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.9943742729569 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.9908660570482 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.9907358849763 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.99073567527262 Decrease Error:0.0
Change of 2.68 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(19.2975878, dtype=float64), 'logtau': Array(3.21101094, dtype=float64), 'logamp': Array(-0.06307819, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-3.70021394, dtype=float64), 'logtau': Array(-0.74871622, dtype=float64), 'logamp': Array(-0.04205833, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
7197.11085255867
And log height: -202.99...
log-evidence is ~-205.59
Seems to have converged at iteration 61 / 64 with tolerance 6.19e-05
:::::::::::::::::::::::
Scanning at lag=6.50 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.706387707011487 Stepsize:1.0 Objective Value:203.69712338228402 Decrease Error:0.706387707011487
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063890347459676 Stepsize:0.8 Objective Value:203.69712471001853 Decrease Error:0.7063890347459676
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063900969603765 Stepsize:0.6400000000000001 Objective Value:203.69712577223294 Decrease Error:0.7063900969603765
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063909467491385 Stepsize:0.5120000000000001 Objective Value:203.6971266220217 Decrease Error:0.7063909467491385
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063916265911416 Stepsize:0.40960000000000013 Objective Value:203.69712730186373 Decrease Error:0.7063916265911416
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063921704717302 Stepsize:0.32768000000000014 Objective Value:203.69712784574432 Decrease Error:0.7063921704717302
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063926055807599 Stepsize:0.2621440000000001 Objective Value:203.69712828085335 Decrease Error:0.7063926055807599
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063929536708713 Stepsize:0.2097152000000001 Objective Value:203.69712862894346 Decrease Error:0.7063929536708713
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063932321447055 Stepsize:0.1677721600000001 Objective Value:203.6971289074173 Decrease Error:0.7063932321447055
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 0.706393454924978 Stepsize:0.13421772800000006 Objective Value:203.6971291301976 Decrease Error:0.706393454924978
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063936331499576 Stepsize:0.10737418240000006 Objective Value:203.69712930842257 Decrease Error:0.7063936331499576
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063937757304473 Stepsize:0.08589934592000005 Objective Value:203.69712945100306 Decrease Error:0.7063937757304473
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063938897952369 Stepsize:0.06871947673600004 Objective Value:203.69712956506785 Decrease Error:0.7063938897952369
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063939810471425 Stepsize:0.054975581388800036 Objective Value:203.69712965631976 Decrease Error:0.7063939810471425
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063940540488431 Stepsize:0.043980465111040035 Objective Value:203.69712972932146 Decrease Error:0.7063940540488431
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063941124502549 Stepsize:0.03518437208883203 Objective Value:203.69712978772287 Decrease Error:0.7063941124502549
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063941591714524 Stepsize:0.028147497671065627 Objective Value:203.69712983444407 Decrease Error:0.7063941591714524
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063941965484446 Stepsize:0.022517998136852502 Objective Value:203.69712987182106 Decrease Error:0.7063941965484446
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063942264500724 Stepsize:0.018014398509482003 Objective Value:203.6971299017227 Decrease Error:0.7063942264500724
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063942503714316 Stepsize:0.014411518807585602 Objective Value:203.69712992564405 Decrease Error:0.7063942503714316
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063942695083938 Stepsize:0.011529215046068483 Objective Value:203.697129944781 Decrease Error:0.7063942695083938
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063942848180602 Stepsize:0.009223372036854787 Objective Value:203.69712996009068 Decrease Error:0.7063942848180602
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 0.706394297065799 Stepsize:0.00737869762948383 Objective Value:203.69712997233842 Decrease Error:0.706394297065799
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 0.706394306863956 Stepsize:0.005902958103587064 Objective Value:203.69712998213657 Decrease Error:0.706394306863956
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063943147025213 Stepsize:0.004722366482869652 Objective Value:203.69712998997514 Decrease Error:0.7063943147025213
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 0.706394320973402 Stepsize:0.0037778931862957215 Objective Value:203.69712999624602 Decrease Error:0.706394320973402
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063943259900043 Stepsize:0.0030223145490365774 Objective Value:203.69713000126262 Decrease Error:0.7063943259900043
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063943300033202 Stepsize:0.002417851639229262 Objective Value:203.69713000527594 Decrease Error:0.7063943300033202
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 0.706394333214007 Stepsize:0.0019342813113834097 Objective Value:203.69713000848662 Decrease Error:0.706394333214007
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 0.7063943357825622 Stepsize:0.0015474250491067279 Objective Value:203.69713001105518 Decrease Error:0.7063943357825622
1
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:0.0018569100589280734 Objective Value:203.69713001079433 Decrease Error:0.0
2
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 9.521015139942996e-10 Stepsize:0.002228292070713688 Objective Value:203.69713001081558 Decrease Error:2.1259438653942198e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): 9.520078250471613e-10 Stepsize:0.0017826336565709507 Objective Value:203.69713001081126 Decrease Error:1.693933882052079e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): 9.519328738426574e-10 Stepsize:0.0014261069252567607 Objective Value:203.69713001080794 Decrease Error:1.361399881716352e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): 9.518729128004496e-10 Stepsize:0.0011408855402054085 Objective Value:203.69713001080518 Decrease Error:1.0857093002414331e-11
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): 9.518249443014308e-10 Stepsize:0.0009127084321643268 Objective Value:203.69713001080302 Decrease Error:8.697043085703626e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): 9.517865690061933e-10 Stepsize:0.0007301667457314615 Objective Value:203.69713001080126 Decrease Error:6.934897101018578e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): 9.51755869015304e-10 Stepsize:0.0005841333965851692 Objective Value:203.69713001079992 Decrease Error:5.5990767577895895e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): 9.517313090171715e-10 Stepsize:0.0004673067172681354 Objective Value:203.69713001079873 Decrease Error:4.405364961712621e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): 9.517116608377393e-10 Stepsize:0.00037384537381450836 Objective Value:203.69713001079793 Decrease Error:3.609557097661309e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): 9.516959425862505e-10 Stepsize:0.00029907629905160673 Objective Value:203.6971300107972 Decrease Error:2.8705926524708048e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 11 Minimum Decrease & Curvature Errors (stop. crit.): 9.516833678231068e-10 Stepsize:0.0002392610392412854 Objective Value:203.69713001079657 Decrease Error:2.2453150450019166e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 12 Minimum Decrease & Curvature Errors (stop. crit.): 9.516733080735782e-10 Stepsize:0.00019140883139302832 Objective Value:203.69713001079617 Decrease Error:1.8474111129762605e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 13 Minimum Decrease & Curvature Errors (stop. crit.): 9.51665260149272e-10 Stepsize:0.00015312706511442267 Objective Value:203.69713001079583 Decrease Error:1.5063505998114124e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 14 Minimum Decrease & Curvature Errors (stop. crit.): 9.51658821956872e-10 Stepsize:0.00012250165209153814 Objective Value:203.69713001079558 Decrease Error:1.2505552149377763e-12
INFO: jaxopt.BacktrackingLineSearch: Iter: 15 Minimum Decrease & Curvature Errors (stop. crit.): 9.516536713799128e-10 Stepsize:9.800132167323052e-05 Objective Value:203.69713001079523 Decrease Error:9.094947017729282e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 16 Minimum Decrease & Curvature Errors (stop. crit.): 9.516495509779764e-10 Stepsize:7.840105733858443e-05 Objective Value:203.6971300107951 Decrease Error:7.673861546209082e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 17 Minimum Decrease & Curvature Errors (stop. crit.): 9.516462544138372e-10 Stepsize:6.272084587086754e-05 Objective Value:203.69713001079498 Decrease Error:6.536993168992922e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 18 Minimum Decrease & Curvature Errors (stop. crit.): 9.516436172987286e-10 Stepsize:5.0176676696694036e-05 Objective Value:203.69713001079478 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 19 Minimum Decrease & Curvature Errors (stop. crit.): 9.516415077123515e-10 Stepsize:4.014134135735523e-05 Objective Value:203.69713001079478 Decrease Error:4.547473508864641e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 20 Minimum Decrease & Curvature Errors (stop. crit.): 9.516398199246652e-10 Stepsize:3.211307308588419e-05 Objective Value:203.69713001079467 Decrease Error:3.410605131648481e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 21 Minimum Decrease & Curvature Errors (stop. crit.): 9.516384697507592e-10 Stepsize:2.5690458468707354e-05 Objective Value:203.6971300107946 Decrease Error:2.8421709430404007e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): 9.51637389570299e-10 Stepsize:2.0552366774965883e-05 Objective Value:203.69713001079452 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 23 Minimum Decrease & Curvature Errors (stop. crit.): 9.516365255289303e-10 Stepsize:1.6441893419972708e-05 Objective Value:203.69713001079452 Decrease Error:1.9895196601282805e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): 9.51635834163698e-10 Stepsize:1.3153514735978166e-05 Objective Value:203.6971300107945 Decrease Error:1.7053025658242404e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): 9.516352809698683e-10 Stepsize:1.0522811788782534e-05 Objective Value:203.69713001079444 Decrease Error:1.1368683772161603e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 26 Minimum Decrease & Curvature Errors (stop. crit.): 9.516348386492633e-10 Stepsize:8.418249431026028e-06 Objective Value:203.69713001079447 Decrease Error:1.4210854715202004e-13
INFO: jaxopt.BacktrackingLineSearch: Iter: 27 Minimum Decrease & Curvature Errors (stop. crit.): 9.5163448486393e-10 Stepsize:6.734599544820823e-06 Objective Value:203.69713001079438 Decrease Error:5.684341886080802e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 28 Minimum Decrease & Curvature Errors (stop. crit.): 9.516342016906513e-10 Stepsize:5.387679635856659e-06 Objective Value:203.6971300107944 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 29 Minimum Decrease & Curvature Errors (stop. crit.): 9.516339749907533e-10 Stepsize:4.310143708685327e-06 Objective Value:203.6971300107944 Decrease Error:8.526512829121202e-14
INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): 9.516337938544516e-10 Stepsize:3.448114966948262e-06 Objective Value:203.69713001079435 Decrease Error:2.842170943040401e-14
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69712930900502 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69712811513432 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69712433489846 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69711509052857 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69702589122525 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69685692792393 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69641596272618 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.69526416109005 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.6922645186885 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.66447514338057 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.61401148762846 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.49237383332363 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:203.22852579911634 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.75985934864912 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:202.06685284625763 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:201.12075827805793 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.89564767203365 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.86256696774453 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.86086881858824 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.86072677403772 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.86072498627115 Decrease Error:0.0
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INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): 0.0 Stepsize:1.0 Objective Value:200.8607249689131 Decrease Error:0.0
Change of 2.94 against 100.00
-------------
Laplace Evidence eval
Constrained params are:
{'lag': Array(6.4991876, dtype=float64), 'logtau': Array(2.6965563, dtype=float64), 'logamp': Array(-0.03237498, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
Un-Constrained params are:
{'lag': Array(-4.80477738, dtype=float64), 'logtau': Array(-0.99637046, dtype=float64), 'logamp': Array(-0.02158416, dtype=float64), 'rel_amp': 1.0, 'mean': 0.0, 'rel_mean': 0.0}
With determinant:
18262.053350297472
And log height: -200.86...
log-evidence is ~-203.93
Seems to have converged at iteration 62 / 64 with tolerance 9.46e-06
:::::::::::::::::::::::
Scanning at lag=0.00 ...
0
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:1.0 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 2 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.8 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.6400000000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 4 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.5120000000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 5 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.40960000000000013 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 6 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.32768000000000014 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 7 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.2621440000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 8 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.2097152000000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 9 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.1677721600000001 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.13421772800000006 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 22 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.009223372036854787 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.005902958103587064 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.004722366482869652 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 30 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0015474250491067279 Objective Value:inf Decrease Error:inf
1
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INFO: jaxopt.BacktrackingLineSearch: Iter: 10 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0002492302492096723 Objective Value:inf Decrease Error:inf
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INFO: jaxopt.BacktrackingLineSearch: Iter: 24 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:1.0961262279981805e-05 Objective Value:inf Decrease Error:inf
INFO: jaxopt.BacktrackingLineSearch: Iter: 25 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:8.769009823985445e-06 Objective Value:inf Decrease Error:inf
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2
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INFO: jaxopt.BacktrackingLineSearch: Iter: 3 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.6400000000000001 Objective Value:inf Decrease Error:inf
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3
INFO: jaxopt.BacktrackingLineSearch: Iter: 1 Minimum Decrease & Curvature Errors (stop. crit.): inf Stepsize:0.0018569100589280734 Objective Value:inf Decrease Error:inf
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4
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